DATA EXTRACTION / MINNING / SCRAPING WITH BEAUTIFUL SOUP¶

In [1]:
# To be begin data extraction i imported the beautiful soup & request library  
from bs4 import BeautifulSoup
import requests
In [5]:
# pasted the URL of the webpage i want to extract
url = 'https://auction.nigeriatradehub.gov.ng/previous_auction.php'
page = requests.get(url)
soup = BeautifulSoup(page.text, 'html.parser')
In [6]:
print(soup)

<script>document.addEventListener("contextmenu", function(e) {    e.preventDefault();});</script><!DOCTYPE html>

<html lang="en">
<head>
<title>Previous Auction</title>
<meta charset="utf-8"/>
<meta content="IE=edge" http-equiv="X-UA-Compatible"/>
<meta content="eAuction" name="description"/>
<meta content="width=device-width, initial-scale=1" name="viewport"/>
<!-- Jquery Toast css -->
<link href="assets/libs/jquery-toast-plugin/jquery.toast.min.css" rel="stylesheet" type="text/css"/>
<!-- SweetAlert2 -->
<link href="assets/sweetalert2-theme-bootstrap-4/bootstrap-4.min.css" rel="stylesheet"/>
<!-- Toastr -->
<link href="assets/toastr/toastr.min.css" rel="stylesheet"/>
<link href="styles/bootstrap4/bootstrap.min.css" rel="stylesheet" type="text/css"/>
<link href="plugins/font-awesome-4.7.0/css/font-awesome.min.css" rel="stylesheet" type="text/css"/>
<link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/all.min.css" rel="stylesheet"/>
<link href="plugins/OwlCarousel2-2.2.1/owl.carousel.css" rel="stylesheet" type="text/css"/>
<link href="plugins/OwlCarousel2-2.2.1/owl.theme.default.css" rel="stylesheet" type="text/css"/>
<link href="plugins/OwlCarousel2-2.2.1/animate.css" rel="stylesheet" type="text/css"/>
<link href="plugins/video-js/video-js.css" rel="stylesheet" type="text/css"/>
<link href="styles/main_styles.css" rel="stylesheet" type="text/css"/>
<link href="styles/responsive.css" rel="stylesheet" type="text/css"/>
<style type="text/css">
	* {

    font-family:"Ruluko";

}
main{
    background: #447878 !important;
    text-align: center;
    padding: 150px 20px !important;
}
h3 {
    margin: 20px;
    color:white;
}

.days {
    padding:6px;
    background-color:#747c2a;
    border-radius: 25% 10%;
    display:inline-block;
    color: #f99548;
    font-size:14px;
    margin: 2px;
    text-shadow: 0px 0px 2px #222;
    font-weight: bold;
    text-align: center;
}

.hours {
    padding:6px;
    background-color:#747c2a;
    border-radius: 25% 10%;
    display:inline-block;
    color: #f99548;
    font-size:14px;
    margin: 2px;
    text-shadow: 0px 0px 2px #222;
    font-weight: bold;
    text-align: center;
}

.minutes {
    padding:6px;
    background-color:#747c2a;
    border-radius: 25% 10%;
    display:inline-block;
    color: #f99548;
    font-size:14px;
    margin: 2px;
    text-shadow: 0px 0px 2px #222;
    font-weight: bold;
    text-align: center;
}

.seconds {
    padding:6px;
    background-color:#747c2a;
    border-radius: 25% 10%;
    display:inline-block;
    color: #f99548;
    font-size:14px;
    margin: 2px;
    text-shadow: 0px 0px 2px #222;
    font-weight: bold;
    text-align: center;
}


.smallText{
    font-weight:400;
	padding-top: 5px;
	font-size: 16px;
}

.bg-secondary{
	background-color: #dee2d4!important;
}
</style>
</head>
<body>
<!-- onload="$('#modalTriggerBtn').click();" -->
<div class="super_container">
<!-- Header -->
<header class="header">
<!-- Top Bar -->
<div class="top_bar">
<div class="top_bar_container">
<div class="container">
<div class="row">
<div class="col">
<div class="top_bar_content d-flex flex-row align-items-center justify-content-start">
<ul class="top_bar_contact_list">
<li class="text-white">
<!--<div class="question">Is your TIN validated?</div>-->
<a href="https://apps.firs.gov.ng/tinverification/" style="color: white;">Click here to know if your TIN is Validated</a>
</li>
<li>
<div>07037891156</div>
</li>
<li>
<div>pro@customs.gov.ng</div>
</li>
<li>
<div>pro2@customs.gov.ng</div>
</li>
<li>
<div>info@customs.gov.ng</div>
</li>
</ul>
<div class="top_bar_login ml-auto">
<ul>
<li><a href="signup.php">Register</a></li>
<li><a href="login.php">Login</a></li>
</ul>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
<!-- Header Content -->
<div class="header_container">
<div class="container">
<div class="row">
<div class="col">
<div class="header_content d-flex flex-row align-items-center justify-content-start">
<div class="logo_container">
<a href="#">
<div class="logo_content d-flex flex-row align-items-end justify-content-start">
<div class="logo_img"><img alt="" height="80px" src="images/logo-customs.png" width="100px"/></div>
<div class="logo_text"></div>
</div>
</a>
</div>
<nav class="main_nav_contaner ml-auto">
<ul class="main_nav">
<li class=""><a href="index.php">Home</a></li>
<li class=""><a href="current_auction.php">Current Auctions</a></li>
<li class="active"><a href="previous_auction.php">Previous Auctions</a></li>
<li class=""><a href="future_auction.php">Future Auctions</a></li>
<li><a data-target="#exampleModalLong" data-toggle="modal" href="#">Terms and Conditions</a></li>
<!-- <li><a href="contact.html">contact</a></li> -->
</ul>
<!-- <div class="search_button"><i class="fa fa-search" aria-hidden="true"></i></div> -->
<!-- Hamburger -->
<div class="hamburger menu_mm">
<i aria-hidden="true" class="fa fa-bars menu_mm"></i>
</div>
</nav>
</div>
</div>
</div>
</div>
</div>
<!-- Header Search Panel -->
<!--<div class="header_search_container">-->
<!--	<div class="container">-->
<!--		<div class="row">-->
<!--			<div class="col">-->
<!--				<div class="header_search_content d-flex flex-row align-items-center justify-content-end">-->
<!--					<form action="#" class="header_search_form">-->
<!--						<input type="search" class="search_input" placeholder="Search" required="required">-->
<!--						<button class="header_search_button d-flex flex-column align-items-center justify-content-center">-->
<!--							<i class="fa fa-search" aria-hidden="true"></i>-->
<!--						</button>-->
<!--					</form>-->
<!--				</div>-->
<!--			</div>-->
<!--		</div>-->
<!--	</div>			-->
<!--</div>			-->
</header>
<!-- Menu -->
<div class="menu d-flex flex-column align-items-end justify-content-start text-right menu_mm trans_400">
<div class="menu_close_container"><div class="menu_close"><div></div><div></div></div></div>
<!--<div class="search">-->
<!--	<form action="#" class="header_search_form menu_mm">-->
<!--		<input type="search" class="search_input menu_mm" placeholder="Search" required="required">-->
<!--		<button class="header_search_button d-flex flex-column align-items-center justify-content-center menu_mm">-->
<!--			<i class="fa fa-search menu_mm" aria-hidden="true"></i>-->
<!--		</button>-->
<!--	</form>-->
<!--</div>-->
<nav class="menu_nav">
<ul class="menu_mm">
<!-- <li class="menu_mm"><a href="index.php">Home</a></li>
				<li class="menu_mm"><a href="current_auction.php">Current Auction</a></li>
				<li class="menu_mm"><a href="previous_auction.php">Previous Auction</a></li>
				<li class="menu_mm"><a href="#">Future Auction</a></li>
				<li class="menu_mm"><a href="#">Terms and Condition</a></li> -->
<li class="menu_mm"><a href="index.php">Home</a></li>
<li class="menu_mm"><a href="current_auction.php">Current Auctions</a></li>
<li class="menu_mm active"><a href="previous_auction.php">Previous Auctions</a></li>
<li class="menu_mm"><a href="future_auction.php">Future Auctions</a></li>
<li class="menu_mm"><a data-target="#exampleModalLong" data-toggle="modal" href="#">Terms and Conditions</a></li>
<ul>
<li><a href="signup.php">Register</a></li>
<li><a href="login.php">Login</a></li>
</ul>
</ul>
</nav>
<div class="menu_extra">
<div class="menu_phone"><span class="menu_title">phone:</span>07037891156</div>
<div class="menu_social">
<span class="menu_title">follow us</span>
<ul>
<li><a href="#"><i aria-hidden="true" class="fa fa-pinterest"></i></a></li>
<li><a href="#"><i aria-hidden="true" class="fa fa-facebook"></i></a></li>
<li><a href="#"><i aria-hidden="true" class="fa fa-instagram"></i></a></li>
<li><a href="#"><i aria-hidden="true" class="fa fa-twitter"></i></a></li>
</ul>
</div>
</div>
</div>
<script>
                // location.href = 'https://auction.nigeriatradehub.gov.ng/index.php';
            </script>
<!-- Home -->
<div class="home" style="height:260px;">
<div class="home_slider_container">
<!-- Home Slider -->
<div class="owl-carousel owl-theme home_slider">
<!-- Slider Item -->
<div class="owl-item">
<!-- Background image artist https://unsplash.com/@benwhitephotography -->
<div class="home_slider_background" style="background-image:url(images/banner1.jpg)">
<div style="background-image: linear-gradient(to right, rgba(023,111,0,.7), rgba(122,0,0,.5)); height:100%; width:100%;">
</div>
</div>
<div class="home_container">
<div class="container">
<div class="row">
<div class="col">
<div class="home_content text-center">
<div class="home_log home_logo_text" style="margin-top:80px;">
<span class="e" style="font-size:60px;">Previous</span><span class="auction" style="font-size:60px;"> Auctions</span>
</div>
<div class="home_buttons">
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
<div class="courses pb-0">
<div class="container-fluid">
<div class="row">
<div class="col-lg-10 offset-lg-1">
<div class="section_title text-center">
<div class="text-center d-flex justify-content-center">
										No Ongoing Auction

									</div>
</div>
</div>
</div>
</div>
</div>
<div class="courses">
<div class="container-fluid px-5">
<div class="row mt-1 mx-1">
<div class="card col-md-3 my-3">
<img alt="Front View" class="card-img-top" height="220px;" src="vehicleImage/toyota camry 2006.jpg"/>
<div class="card-body p-0">
<div class="course_header d-flex flex-row align-items-center justify-content-start small">
<div class="course_tag">
<a href="previous_vehicle_details.php?refNo=1&amp;itemType=Vehicle">NCS/PTML/OVT/01/24/1</a>
</div>
<div class="course_price ml-auto">
								Price 
								<span> ₦892,000.00</span><br/>
</div>
</div>
<h5 class="card-title">
					        
					        TOYOTA CAMRY HYBRID LE 4DR SEDAN 2006					    </h5>
<p class="card-text small">
<i class="fa fa-star-half-alt"></i> 
							Used <br/>
<i class="fa fa-dumbbell"></i> 
							4T1BE32K86U111063							<!--<i class="fa fa-map-marker-alt"></i> -->
</p>
<div class="course_footer d-flex align-items-center justify-content-start small">
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="Transmission" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-car"></i>
<span class="">Automatic</span>
</a>
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="Millage" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-road"></i> <span class="">0.00KM</span></a>
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="FuelType" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-solid fa-gas-pump"></i> <span class="">Petrol</span></a>
</div>
</div>
</div>
<div class="card col-md-3 my-3">
<img alt="Front View" class="card-img-top" height="220px;" src="vehicleImage/akura 2004.jpg"/>
<div class="card-body p-0">
<div class="course_header d-flex flex-row align-items-center justify-content-start small">
<div class="course_tag">
<a href="previous_vehicle_details.php?refNo=2&amp;itemType=Vehicle">NCS/PTML/OVT/01/24/2</a>
</div>
<div class="course_price ml-auto">
								Price 
								<span> ₦500,000.00</span><br/>
</div>
</div>
<h5 class="card-title">
					        
					        ACURA TL 2004					    </h5>
<p class="card-text small">
<i class="fa fa-star-half-alt"></i> 
							Used <br/>
<i class="fa fa-dumbbell"></i> 
							19UUA66214A013030							<!--<i class="fa fa-map-marker-alt"></i> -->
</p>
<div class="course_footer d-flex align-items-center justify-content-start small">
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="Transmission" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-car"></i>
<span class="">Automatic</span>
</a>
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="Millage" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-road"></i> <span class="">0.00KM</span></a>
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="FuelType" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-solid fa-gas-pump"></i> <span class="">Petrol</span></a>
</div>
</div>
</div>
<div class="card col-md-3 my-3">
<img alt="Front View" class="card-img-top" height="220px;" src="vehicleImage/Honda 2004.jpg"/>
<div class="card-body p-0">
<div class="course_header d-flex flex-row align-items-center justify-content-start small">
<div class="course_tag">
<a href="previous_vehicle_details.php?refNo=3&amp;itemType=Vehicle">NCS/PTML/OVT/01/24/3</a>
</div>
<div class="course_price ml-auto">
								Price 
								<span> ₦420,000.00</span><br/>
</div>
</div>
<h5 class="card-title">
					        
					        HONDA ACCORD EX 1.5T 4DR SEDAN 2004					    </h5>
<p class="card-text small">
<i class="fa fa-star-half-alt"></i> 
							Used <br/>
<i class="fa fa-dumbbell"></i> 
							1HGCM66554A098192							<!--<i class="fa fa-map-marker-alt"></i> -->
</p>
<div class="course_footer d-flex align-items-center justify-content-start small">
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="Transmission" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-car"></i>
<span class="">Automatic</span>
</a>
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="Millage" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-road"></i> <span class="">0.00KM</span></a>
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="FuelType" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-solid fa-gas-pump"></i> <span class="">Petrol</span></a>
</div>
</div>
</div>
<div class="card col-md-3 my-3">
<img alt="Front View" class="card-img-top" height="220px;" src="vehicleImage/1 (1).jpg"/>
<div class="card-body p-0">
<div class="course_header d-flex flex-row align-items-center justify-content-start small">
<div class="course_tag">
<a href="previous_vehicle_details.php?refNo=4&amp;itemType=Vehicle">NCS/PTML/OVT/01/24/4</a>
</div>
<div class="course_price ml-auto">
								Price 
								<span> ₦800,000.00</span><br/>
</div>
</div>
<h5 class="card-title">
					        
					        TOYOTA COROLLA L 4DR SEDAN 2007					    </h5>
<p class="card-text small">
<i class="fa fa-star-half-alt"></i> 
							Used <br/>
<i class="fa fa-dumbbell"></i> 
							2T1BR32E27C777272							<!--<i class="fa fa-map-marker-alt"></i> -->
</p>
<div class="course_footer d-flex align-items-center justify-content-start small">
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="Transmission" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-car"></i>
<span class="">Automatic</span>
</a>
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="Millage" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-road"></i> <span class="">0.00KM</span></a>
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="FuelType" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-solid fa-gas-pump"></i> <span class="">Petrol</span></a>
</div>
</div>
</div>
<div class="card col-md-3 my-3">
<img alt="Front View" class="card-img-top" height="220px;" src="vehicleImage/1 (2).jpg"/>
<div class="card-body p-0">
<div class="course_header d-flex flex-row align-items-center justify-content-start small">
<div class="course_tag">
<a href="previous_vehicle_details.php?refNo=5&amp;itemType=Vehicle">NCS/PTML/OVT/01/24/5</a>
</div>
<div class="course_price ml-auto">
								Price 
								<span> ₦715,000.00</span><br/>
</div>
</div>
<h5 class="card-title">
					        
					        PEUGEOT 307 2008					    </h5>
<p class="card-text small">
<i class="fa fa-star-half-alt"></i> 
							Used <br/>
<i class="fa fa-dumbbell"></i> 
							VF33CNFUL84568049							<!--<i class="fa fa-map-marker-alt"></i> -->
</p>
<div class="course_footer d-flex align-items-center justify-content-start small">
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="Transmission" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-car"></i>
<span class="">Automatic</span>
</a>
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="Millage" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-road"></i> <span class="">0.00KM</span></a>
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="FuelType" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-solid fa-gas-pump"></i> <span class="">Petrol</span></a>
</div>
</div>
</div>
<div class="card col-md-3 my-3">
<img alt="Front View" class="card-img-top" height="220px;" src="vehicleImage/1 (3).jpg"/>
<div class="card-body p-0">
<div class="course_header d-flex flex-row align-items-center justify-content-start small">
<div class="course_tag">
<a href="previous_vehicle_details.php?refNo=6&amp;itemType=Vehicle">NCS/PTML/OVT/01/24/6</a>
</div>
<div class="course_price ml-auto">
								Price 
								<span> ₦410,000.00</span><br/>
</div>
</div>
<h5 class="card-title">
					        
					        VOLKSWAGEN POLO 70 TSI TRENDLINE 2001					    </h5>
<p class="card-text small">
<i class="fa fa-star-half-alt"></i> 
							Used <br/>
<i class="fa fa-dumbbell"></i> 
							WVWZZZ6NZ1Y237873							<!--<i class="fa fa-map-marker-alt"></i> -->
</p>
<div class="course_footer d-flex align-items-center justify-content-start small">
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="Transmission" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-car"></i>
<span class="">Automatic</span>
</a>
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="Millage" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-road"></i> <span class="">0.00KM</span></a>
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="FuelType" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-solid fa-gas-pump"></i> <span class="">Petrol</span></a>
</div>
</div>
</div>
<div class="card col-md-3 my-3">
<img alt="Front View" class="card-img-top" height="220px;" src="vehicleImage/1 (4).jpg"/>
<div class="card-body p-0">
<div class="course_header d-flex flex-row align-items-center justify-content-start small">
<div class="course_tag">
<a href="previous_vehicle_details.php?refNo=7&amp;itemType=Vehicle">NCS/PTML/OVT/01/24/7</a>
</div>
<div class="course_price ml-auto">
								Price 
								<span> ₦467,000.00</span><br/>
</div>
</div>
<h5 class="card-title">
					        
					        BMW 330I 4DR REAR-WHEEL DRIVE SEDAN 2011					    </h5>
<p class="card-text small">
<i class="fa fa-star-half-alt"></i> 
							Used <br/>
<i class="fa fa-dumbbell"></i> 
							WBAKF9C59BE262301							<!--<i class="fa fa-map-marker-alt"></i> -->
</p>
<div class="course_footer d-flex align-items-center justify-content-start small">
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="Transmission" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-car"></i>
<span class="">Automatic</span>
</a>
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="Millage" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-road"></i> <span class="">0.00KM</span></a>
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="FuelType" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-solid fa-gas-pump"></i> <span class="">Petrol</span></a>
</div>
</div>
</div>
<div class="card col-md-3 my-3">
<img alt="Front View" class="card-img-top" height="220px;" src="vehicleImage/1 (5).jpg"/>
<div class="card-body p-0">
<div class="course_header d-flex flex-row align-items-center justify-content-start small">
<div class="course_tag">
<a href="previous_vehicle_details.php?refNo=8&amp;itemType=Vehicle">NCS/PTML/OVT/01/24/8</a>
</div>
<div class="course_price ml-auto">
								Price 
								<span> ₦531,001.00</span><br/>
</div>
</div>
<h5 class="card-title">
					        
					        MAZDA PREMACY 2003					    </h5>
<p class="card-text small">
<i class="fa fa-star-half-alt"></i> 
							Used <br/>
<i class="fa fa-dumbbell"></i> 
							JMZCP19F231338331							<!--<i class="fa fa-map-marker-alt"></i> -->
</p>
<div class="course_footer d-flex align-items-center justify-content-start small">
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="Transmission" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-car"></i>
<span class="">Manual</span>
</a>
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="Millage" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-road"></i> <span class="">0.00KM</span></a>
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="FuelType" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-solid fa-gas-pump"></i> <span class="">Petrol</span></a>
</div>
</div>
</div>
<div class="card col-md-3 my-3">
<img alt="Front View" class="card-img-top" height="220px;" src="vehicleImage/1 (8).jpg"/>
<div class="card-body p-0">
<div class="course_header d-flex flex-row align-items-center justify-content-start small">
<div class="course_tag">
<a href="previous_vehicle_details.php?refNo=11&amp;itemType=Vehicle">NCS/PTML/OVT/01/24/11</a>
</div>
<div class="course_price ml-auto">
								Price 
								<span> ₦2,100,000.00</span><br/>
</div>
</div>
<h5 class="card-title">
					        
					        HONDA ACCORD EX 4DR SEDAN 2014					    </h5>
<p class="card-text small">
<i class="fa fa-star-half-alt"></i> 
							Used <br/>
<i class="fa fa-dumbbell"></i> 
							1HGCR3F82EA037331							<!--<i class="fa fa-map-marker-alt"></i> -->
</p>
<div class="course_footer d-flex align-items-center justify-content-start small">
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="Transmission" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-car"></i>
<span class="">Automatic</span>
</a>
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="Millage" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-road"></i> <span class="">0.00KM</span></a>
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="FuelType" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-solid fa-gas-pump"></i> <span class="">Petrol</span></a>
</div>
</div>
</div>
<div class="card col-md-3 my-3">
<img alt="Front View" class="card-img-top" height="220px;" src="vehicleImage/PTML 576.jpg"/>
<div class="card-body p-0">
<div class="course_header d-flex flex-row align-items-center justify-content-start small">
<div class="course_tag">
<a href="previous_vehicle_details.php?refNo=12&amp;itemType=Vehicle">NCS/PTML/OVT/01/24/12</a>
</div>
<div class="course_price ml-auto">
								Price 
								<span> ₦651,000.00</span><br/>
</div>
</div>
<h5 class="card-title">
					        
					        HONDA ACCORD EX 1.5T 4DR SEDAN 2006					    </h5>
<p class="card-text small">
<i class="fa fa-star-half-alt"></i> 
							Used <br/>
<i class="fa fa-dumbbell"></i> 
							1HGCM56856A178616							<!--<i class="fa fa-map-marker-alt"></i> -->
</p>
<div class="course_footer d-flex align-items-center justify-content-start small">
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="Transmission" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-car"></i>
<span class="">Automatic</span>
</a>
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="Millage" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-road"></i> <span class="">0.00KM</span></a>
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="FuelType" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-solid fa-gas-pump"></i> <span class="">Petrol</span></a>
</div>
</div>
</div>
<div class="card col-md-3 my-3">
<img alt="Front View" class="card-img-top" height="220px;" src="vehicleImage/IMG-20240115-WA0021.jpg"/>
<div class="card-body p-0">
<div class="course_header d-flex flex-row align-items-center justify-content-start small">
<div class="course_tag">
<a href="previous_vehicle_details.php?refNo=13&amp;itemType=Vehicle">NCS/PTML/OVT/01/24/13</a>
</div>
<div class="course_price ml-auto">
								Price 
								<span> ₦400,900.00</span><br/>
</div>
</div>
<h5 class="card-title">
					        
					        HONDA CIVIC EX 4DR SEDAN 2004					    </h5>
<p class="card-text small">
<i class="fa fa-star-half-alt"></i> 
							Used <br/>
<i class="fa fa-dumbbell"></i> 
							1HGEM219X4L011483							<!--<i class="fa fa-map-marker-alt"></i> -->
</p>
<div class="course_footer d-flex align-items-center justify-content-start small">
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="Transmission" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-car"></i>
<span class="">Automatic</span>
</a>
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="Millage" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-road"></i> <span class="">0.00KM</span></a>
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="FuelType" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-solid fa-gas-pump"></i> <span class="">Petrol</span></a>
</div>
</div>
</div>
<div class="card col-md-3 my-3">
<img alt="Front View" class="card-img-top" height="220px;" src="vehicleImage/PTML 574.jpg"/>
<div class="card-body p-0">
<div class="course_header d-flex flex-row align-items-center justify-content-start small">
<div class="course_tag">
<a href="previous_vehicle_details.php?refNo=14&amp;itemType=Vehicle">NCS/PTML/OVT/01/24/14</a>
</div>
<div class="course_price ml-auto">
								Price 
								<span> ₦2,750,000.00</span><br/>
</div>
</div>
<h5 class="card-title">
					        
					        LEXUS GS 300 BASE 4DR REAR-WHEEL DRIVE SEDAN 2006					    </h5>
<p class="card-text small">
<i class="fa fa-star-half-alt"></i> 
							Used <br/>
<i class="fa fa-dumbbell"></i> 
							JTHCH96S360012332							<!--<i class="fa fa-map-marker-alt"></i> -->
</p>
<div class="course_footer d-flex align-items-center justify-content-start small">
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="Transmission" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-car"></i>
<span class="">Automatic</span>
</a>
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="Millage" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-road"></i> <span class="">0.00KM</span></a>
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="FuelType" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-solid fa-gas-pump"></i> <span class="">Petrol</span></a>
</div>
</div>
</div>
<div class="card col-md-3 my-3">
<img alt="Front View" class="card-img-top" height="220px;" src="vehicleImage/PTML 573.jpg"/>
<div class="card-body p-0">
<div class="course_header d-flex flex-row align-items-center justify-content-start small">
<div class="course_tag">
<a href="previous_vehicle_details.php?refNo=15&amp;itemType=Vehicle">NCS/PTML/OVT/01/24/15</a>
</div>
<div class="course_price ml-auto">
								Price 
								<span> ₦610,000.00</span><br/>
</div>
</div>
<h5 class="card-title">
					        
					        BMW 325XI 2006					    </h5>
<p class="card-text small">
<i class="fa fa-star-half-alt"></i> 
							Used <br/>
<i class="fa fa-dumbbell"></i> 
							WBAVD13556KV06571							<!--<i class="fa fa-map-marker-alt"></i> -->
</p>
<div class="course_footer d-flex align-items-center justify-content-start small">
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="Transmission" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-car"></i>
<span class="">Automatic</span>
</a>
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="Millage" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-road"></i> <span class="">0.00KM</span></a>
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="FuelType" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-solid fa-gas-pump"></i> <span class="">Petrol</span></a>
</div>
</div>
</div>
<div class="card col-md-3 my-3">
<img alt="Front View" class="card-img-top" height="220px;" src="vehicleImage/PTML 570.jpg"/>
<div class="card-body p-0">
<div class="course_header d-flex flex-row align-items-center justify-content-start small">
<div class="course_tag">
<a href="previous_vehicle_details.php?refNo=17&amp;itemType=Vehicle">NCS/PH I/OVT/01/24/17</a>
</div>
<div class="course_price ml-auto">
								Price 
								<span> ₦405,500.00</span><br/>
</div>
</div>
<h5 class="card-title">
					        
					        VOLVO S80 2010					    </h5>
<p class="card-text small">
<i class="fa fa-star-half-alt"></i> 
							Used <br/>
<i class="fa fa-dumbbell"></i> 
							YV1960AS9A1116244							<!--<i class="fa fa-map-marker-alt"></i> -->
</p>
<div class="course_footer d-flex align-items-center justify-content-start small">
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="Transmission" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-car"></i>
<span class="">Automatic</span>
</a>
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="Millage" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-road"></i> <span class="">0.00KM</span></a>
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="FuelType" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-solid fa-gas-pump"></i> <span class="">Petrol</span></a>
</div>
</div>
</div>
<div class="card col-md-3 my-3">
<img alt="Front View" class="card-img-top" height="220px;" src="vehicleImage/PTML 569.jpg"/>
<div class="card-body p-0">
<div class="course_header d-flex flex-row align-items-center justify-content-start small">
<div class="course_tag">
<a href="previous_vehicle_details.php?refNo=18&amp;itemType=Vehicle">NCS/PTML/OVT/01/24/18</a>
</div>
<div class="course_price ml-auto">
								Price 
								<span> ₦550,000.00</span><br/>
</div>
</div>
<h5 class="card-title">
					        
					        MERCEDES-BENZ C240 2005					    </h5>
<p class="card-text small">
<i class="fa fa-star-half-alt"></i> 
							Used <br/>
<i class="fa fa-dumbbell"></i> 
							WDBRF81J95F631019							<!--<i class="fa fa-map-marker-alt"></i> -->
</p>
<div class="course_footer d-flex align-items-center justify-content-start small">
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="Transmission" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-car"></i>
<span class="">Automatic</span>
</a>
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="Millage" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-road"></i> <span class="">0.00KM</span></a>
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="FuelType" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-solid fa-gas-pump"></i> <span class=""></span></a>
</div>
</div>
</div>
<div class="card col-md-3 my-3">
<img alt="Front View" class="card-img-top" height="220px;" src="vehicleImage/PTML 565.jpg"/>
<div class="card-body p-0">
<div class="course_header d-flex flex-row align-items-center justify-content-start small">
<div class="course_tag">
<a href="previous_vehicle_details.php?refNo=21&amp;itemType=Vehicle">NCS/PTML/OVT/01/24/21</a>
</div>
<div class="course_price ml-auto">
								Price 
								<span> ₦500,000.00</span><br/>
</div>
</div>
<h5 class="card-title">
					        
					        PEUGEOT 406 2001					    </h5>
<p class="card-text small">
<i class="fa fa-star-half-alt"></i> 
							Used <br/>
<i class="fa fa-dumbbell"></i> 
							VF38BRFNA18007629							<!--<i class="fa fa-map-marker-alt"></i> -->
</p>
<div class="course_footer d-flex align-items-center justify-content-start small">
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="Transmission" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-car"></i>
<span class="">Automatic</span>
</a>
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="Millage" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-road"></i> <span class="">0.00KM</span></a>
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="FuelType" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-solid fa-gas-pump"></i> <span class="">Petrol</span></a>
</div>
</div>
</div>
<div class="card col-md-3 my-3">
<img alt="Front View" class="card-img-top" height="220px;" src="vehicleImage/PTML 568.jpg"/>
<div class="card-body p-0">
<div class="course_header d-flex flex-row align-items-center justify-content-start small">
<div class="course_tag">
<a href="previous_vehicle_details.php?refNo=19&amp;itemType=Vehicle">NCS/PTML/OVT/01/24/19</a>
</div>
<div class="course_price ml-auto">
								Price 
								<span> ₦600,000.00</span><br/>
</div>
</div>
<h5 class="card-title">
					        
					        HONDA ACCORD EX 1.5T 4DR SEDAN 2007					    </h5>
<p class="card-text small">
<i class="fa fa-star-half-alt"></i> 
							Used <br/>
<i class="fa fa-dumbbell"></i> 
							1HGCM665X7A090545							<!--<i class="fa fa-map-marker-alt"></i> -->
</p>
<div class="course_footer d-flex align-items-center justify-content-start small">
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="Transmission" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-car"></i>
<span class="">Automatic</span>
</a>
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="Millage" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-road"></i> <span class="">0.00KM</span></a>
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="FuelType" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-solid fa-gas-pump"></i> <span class="">Petrol</span></a>
</div>
</div>
</div>
<div class="card col-md-3 my-3">
<img alt="Front View" class="card-img-top" height="220px;" src="vehicleImage/PTML 567.jpg"/>
<div class="card-body p-0">
<div class="course_header d-flex flex-row align-items-center justify-content-start small">
<div class="course_tag">
<a href="previous_vehicle_details.php?refNo=20&amp;itemType=Vehicle">NCS/PTML/OVT/01/24/20</a>
</div>
<div class="course_price ml-auto">
								Price 
								<span> ₦455,000.00</span><br/>
</div>
</div>
<h5 class="card-title">
					        
					        TOYOTA CAMRY L 4DR FRONT-WHEEL DRIVE SEDAN 2002					    </h5>
<p class="card-text small">
<i class="fa fa-star-half-alt"></i> 
							Used <br/>
<i class="fa fa-dumbbell"></i> 
							JTDBE32K420028817							<!--<i class="fa fa-map-marker-alt"></i> -->
</p>
<div class="course_footer d-flex align-items-center justify-content-start small">
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="Transmission" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-car"></i>
<span class="">Automatic</span>
</a>
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="Millage" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-road"></i> <span class="">0.00KM</span></a>
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="FuelType" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-solid fa-gas-pump"></i> <span class="">Petrol</span></a>
</div>
</div>
</div>
<div class="card col-md-3 my-3">
<img alt="Front View" class="card-img-top" height="220px;" src="vehicleImage/PTML 564.jpg"/>
<div class="card-body p-0">
<div class="course_header d-flex flex-row align-items-center justify-content-start small">
<div class="course_tag">
<a href="previous_vehicle_details.php?refNo=22&amp;itemType=Vehicle">NCS/PTML/OVT/01/24/22</a>
</div>
<div class="course_price ml-auto">
								Price 
								<span> ₦1,800,000.00</span><br/>
</div>
</div>
<h5 class="card-title">
					        
					        TOYOTA YARIS SEDAN L 4DR SEDAN 2007					    </h5>
<p class="card-text small">
<i class="fa fa-star-half-alt"></i> 
							Used <br/>
<i class="fa fa-dumbbell"></i> 
							JTDJT923175085645							<!--<i class="fa fa-map-marker-alt"></i> -->
</p>
<div class="course_footer d-flex align-items-center justify-content-start small">
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="Transmission" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-car"></i>
<span class="">Automatic</span>
</a>
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="Millage" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-road"></i> <span class="">0.00KM</span></a>
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="FuelType" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-solid fa-gas-pump"></i> <span class=""></span></a>
</div>
</div>
</div>
<div class="card col-md-3 my-3">
<img alt="Front View" class="card-img-top" height="220px;" src="vehicleImage/PTML 562.jpg"/>
<div class="card-body p-0">
<div class="course_header d-flex flex-row align-items-center justify-content-start small">
<div class="course_tag">
<a href="previous_vehicle_details.php?refNo=24&amp;itemType=Vehicle">NCS/PTML/OVT/01/24/24</a>
</div>
<div class="course_price ml-auto">
								Price 
								<span> ₦540,000.00</span><br/>
</div>
</div>
<h5 class="card-title">
					        
					        MERCEDES-BENZ C180 2006					    </h5>
<p class="card-text small">
<i class="fa fa-star-half-alt"></i> 
							Used <br/>
<i class="fa fa-dumbbell"></i> 
							WDB2030351F066544							<!--<i class="fa fa-map-marker-alt"></i> -->
</p>
<div class="course_footer d-flex align-items-center justify-content-start small">
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="Transmission" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-car"></i>
<span class="">Automatic</span>
</a>
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="Millage" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-road"></i> <span class="">0.00KM</span></a>
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="FuelType" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-solid fa-gas-pump"></i> <span class="">Petrol</span></a>
</div>
</div>
</div>
<div class="card col-md-3 my-3">
<img alt="Front View" class="card-img-top" height="220px;" src="vehicleImage/PTML 558.jpg"/>
<div class="card-body p-0">
<div class="course_header d-flex flex-row align-items-center justify-content-start small">
<div class="course_tag">
<a href="previous_vehicle_details.php?refNo=25&amp;itemType=Vehicle">NCS/PTML/OVT/01/24/25</a>
</div>
<div class="course_price ml-auto">
								Price 
								<span> ₦425,000.00</span><br/>
</div>
</div>
<h5 class="card-title">
					        
					        MERCEDES-BENZ C180 2002					    </h5>
<p class="card-text small">
<i class="fa fa-star-half-alt"></i> 
							Used <br/>
<i class="fa fa-dumbbell"></i> 
							WDB2032461F351760							<!--<i class="fa fa-map-marker-alt"></i> -->
</p>
<div class="course_footer d-flex align-items-center justify-content-start small">
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="Transmission" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-car"></i>
<span class="">Automatic</span>
</a>
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="Millage" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-road"></i> <span class="">0.00KM</span></a>
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="FuelType" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-solid fa-gas-pump"></i> <span class=""></span></a>
</div>
</div>
</div>
<div class="card col-md-3 my-3">
<img alt="Front View" class="card-img-top" height="220px;" src="vehicleImage/PTML 554.jpg"/>
<div class="card-body p-0">
<div class="course_header d-flex flex-row align-items-center justify-content-start small">
<div class="course_tag">
<a href="previous_vehicle_details.php?refNo=26&amp;itemType=Vehicle">NCS/PTML/OVT/01/24/26</a>
</div>
<div class="course_price ml-auto">
								Price 
								<span> ₦401,000.00</span><br/>
</div>
</div>
<h5 class="card-title">
					        
					        NISSAN 37OZ BASE 2DR COUPE 2009					    </h5>
<p class="card-text small">
<i class="fa fa-star-half-alt"></i> 
							Used <br/>
<i class="fa fa-dumbbell"></i> 
							3N1AB61E59L668598							<!--<i class="fa fa-map-marker-alt"></i> -->
</p>
<div class="course_footer d-flex align-items-center justify-content-start small">
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="Transmission" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-car"></i>
<span class="">Automatic</span>
</a>
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="Millage" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-road"></i> <span class="">0.00KM</span></a>
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="FuelType" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-solid fa-gas-pump"></i> <span class="">Petrol</span></a>
</div>
</div>
</div>
<div class="card col-md-3 my-3">
<img alt="Front View" class="card-img-top" height="220px;" src="vehicleImage/PTML 552.jpg"/>
<div class="card-body p-0">
<div class="course_header d-flex flex-row align-items-center justify-content-start small">
<div class="course_tag">
<a href="previous_vehicle_details.php?refNo=27&amp;itemType=Vehicle">NCS/PTML/OVT/01/24/27</a>
</div>
<div class="course_price ml-auto">
								Price 
								<span> ₦870,000.00</span><br/>
</div>
</div>
<h5 class="card-title">
					        
					        TOYOTA CAMRY L 4DR FRONT-WHEEL DRIVE SEDAN 2004					    </h5>
<p class="card-text small">
<i class="fa fa-star-half-alt"></i> 
							Used <br/>
<i class="fa fa-dumbbell"></i> 
							4T1BE32K24U886231							<!--<i class="fa fa-map-marker-alt"></i> -->
</p>
<div class="course_footer d-flex align-items-center justify-content-start small">
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="Transmission" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-car"></i>
<span class="">Automatic</span>
</a>
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="Millage" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-road"></i> <span class="">0.00KM</span></a>
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="FuelType" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-solid fa-gas-pump"></i> <span class="">Petrol</span></a>
</div>
</div>
</div>
<div class="card col-md-3 my-3">
<img alt="Front View" class="card-img-top" height="220px;" src="vehicleImage/PTML 549.jpg"/>
<div class="card-body p-0">
<div class="course_header d-flex flex-row align-items-center justify-content-start small">
<div class="course_tag">
<a href="previous_vehicle_details.php?refNo=28&amp;itemType=Vehicle">NCS/PTML/OVT/01/24/28</a>
</div>
<div class="course_price ml-auto">
								Price 
								<span> ₦750,000.00</span><br/>
</div>
</div>
<h5 class="card-title">
					        
					        HONDA ACCORD EX-L 1.5T 4DR SEDAN 2010					    </h5>
<p class="card-text small">
<i class="fa fa-star-half-alt"></i> 
							Used <br/>
<i class="fa fa-dumbbell"></i> 
							1HGCP2F79AA137475							<!--<i class="fa fa-map-marker-alt"></i> -->
</p>
<div class="course_footer d-flex align-items-center justify-content-start small">
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="Transmission" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-car"></i>
<span class="">Automatic</span>
</a>
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="Millage" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-road"></i> <span class="">0.00KM</span></a>
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="FuelType" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-solid fa-gas-pump"></i> <span class="">Petrol</span></a>
</div>
</div>
</div>
<div class="card col-md-3 my-3">
<img alt="Front View" class="card-img-top" height="220px;" src="vehicleImage/PTML 546.jpg"/>
<div class="card-body p-0">
<div class="course_header d-flex flex-row align-items-center justify-content-start small">
<div class="course_tag">
<a href="previous_vehicle_details.php?refNo=29&amp;itemType=Vehicle">NCS/PTML/OVT/01/24/29</a>
</div>
<div class="course_price ml-auto">
								Price 
								<span> ₦550,000.00</span><br/>
</div>
</div>
<h5 class="card-title">
					        
					        DODGE CARAVAN 2010					    </h5>
<p class="card-text small">
<i class="fa fa-star-half-alt"></i> 
							Used <br/>
<i class="fa fa-dumbbell"></i> 
							2D4RN5DX9AR124758							<!--<i class="fa fa-map-marker-alt"></i> -->
</p>
<div class="course_footer d-flex align-items-center justify-content-start small">
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="Transmission" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-car"></i>
<span class="">Automatic</span>
</a>
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="Millage" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-road"></i> <span class="">0.00KM</span></a>
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="FuelType" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-solid fa-gas-pump"></i> <span class="">Petrol</span></a>
</div>
</div>
</div>
<div class="card col-md-3 my-3">
<img alt="Front View" class="card-img-top" height="220px;" src="vehicleImage/PTML 540.jpg"/>
<div class="card-body p-0">
<div class="course_header d-flex flex-row align-items-center justify-content-start small">
<div class="course_tag">
<a href="previous_vehicle_details.php?refNo=30&amp;itemType=Vehicle">NCS///01/24/30</a>
</div>
<div class="course_price ml-auto">
								Price 
								<span> ₦421,678.00</span><br/>
</div>
</div>
<h5 class="card-title">
					        
					        DODGE CALIBER 2007					    </h5>
<p class="card-text small">
<i class="fa fa-star-half-alt"></i> 
							Used <br/>
<i class="fa fa-dumbbell"></i> 
							1B3HE78K77D338275							<!--<i class="fa fa-map-marker-alt"></i> -->
</p>
<div class="course_footer d-flex align-items-center justify-content-start small">
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="Transmission" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-car"></i>
<span class="">Automatic</span>
</a>
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="Millage" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-road"></i> <span class="">0.00KM</span></a>
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="FuelType" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-solid fa-gas-pump"></i> <span class="">Petrol</span></a>
</div>
</div>
</div>
<div class="card col-md-3 my-3">
<img alt="Front View" class="card-img-top" height="220px;" src="vehicleImage/PTML 539.jpg"/>
<div class="card-body p-0">
<div class="course_header d-flex flex-row align-items-center justify-content-start small">
<div class="course_tag">
<a href="previous_vehicle_details.php?refNo=31&amp;itemType=Vehicle">NCS/PTML/OVT/01/24/31</a>
</div>
<div class="course_price ml-auto">
								Price 
								<span> ₦590,000.00</span><br/>
</div>
</div>
<h5 class="card-title">
					        
					        OPEL ZAFIRA 2000					    </h5>
<p class="card-text small">
<i class="fa fa-star-half-alt"></i> 
							Used <br/>
<i class="fa fa-dumbbell"></i> 
							W0L0TGF75Y2210603							<!--<i class="fa fa-map-marker-alt"></i> -->
</p>
<div class="course_footer d-flex align-items-center justify-content-start small">
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="Transmission" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-car"></i>
<span class="">Manual</span>
</a>
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="Millage" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-road"></i> <span class="">0.00KM</span></a>
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="FuelType" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-solid fa-gas-pump"></i> <span class="">Petrol</span></a>
</div>
</div>
</div>
<div class="card col-md-3 my-3">
<img alt="Front View" class="card-img-top" height="220px;" src="vehicleImage/PTML 174.jpg"/>
<div class="card-body p-0">
<div class="course_header d-flex flex-row align-items-center justify-content-start small">
<div class="course_tag">
<a href="previous_vehicle_details.php?refNo=32&amp;itemType=Vehicle">NCS/PTML/OVT/01/24/32</a>
</div>
<div class="course_price ml-auto">
								Price 
								<span> ₦410,000.00</span><br/>
</div>
</div>
<h5 class="card-title">
					        
					        VOLVO V40 2005					    </h5>
<p class="card-text small">
<i class="fa fa-star-half-alt"></i> 
							Used <br/>
<i class="fa fa-dumbbell"></i> 
							KMHPM81CP5U215763							<!--<i class="fa fa-map-marker-alt"></i> -->
</p>
<div class="course_footer d-flex align-items-center justify-content-start small">
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="Transmission" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-car"></i>
<span class="">Automatic</span>
</a>
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="Millage" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-road"></i> <span class="">0.00KM</span></a>
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="FuelType" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-solid fa-gas-pump"></i> <span class="">Petrol</span></a>
</div>
</div>
</div>
<div class="card col-md-3 my-3">
<img alt="Front View" class="card-img-top" height="220px;" src="vehicleImage/PTML 535.jpg"/>
<div class="card-body p-0">
<div class="course_header d-flex flex-row align-items-center justify-content-start small">
<div class="course_tag">
<a href="previous_vehicle_details.php?refNo=33&amp;itemType=Vehicle">NCS/PTML/OVT/01/24/33</a>
</div>
<div class="course_price ml-auto">
								Price 
								<span> ₦413,000.00</span><br/>
</div>
</div>
<h5 class="card-title">
					        
					        MAZDA PREMACY 2006					    </h5>
<p class="card-text small">
<i class="fa fa-star-half-alt"></i> 
							Used <br/>
<i class="fa fa-dumbbell"></i> 
							JMZCP19F201151989							<!--<i class="fa fa-map-marker-alt"></i> -->
</p>
<div class="course_footer d-flex align-items-center justify-content-start small">
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="Transmission" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-car"></i>
<span class="">Automatic</span>
</a>
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="Millage" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-road"></i> <span class="">0.00KM</span></a>
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="FuelType" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-solid fa-gas-pump"></i> <span class="">Petrol</span></a>
</div>
</div>
</div>
<div class="card col-md-3 my-3">
<img alt="Front View" class="card-img-top" height="220px;" src="vehicleImage/PTML 169.jpg"/>
<div class="card-body p-0">
<div class="course_header d-flex flex-row align-items-center justify-content-start small">
<div class="course_tag">
<a href="previous_vehicle_details.php?refNo=34&amp;itemType=Vehicle">NCS/PTML/OVT/01/24/34</a>
</div>
<div class="course_price ml-auto">
								Price 
								<span> ₦470,000.00</span><br/>
</div>
</div>
<h5 class="card-title">
					        
					        NISSAN ALTIMA 2.0 SR 4DR FRONT-WHEEL DRIVE SEDAN 2009					    </h5>
<p class="card-text small">
<i class="fa fa-star-half-alt"></i> 
							Used <br/>
<i class="fa fa-dumbbell"></i> 
							1N4AL21E59N541732							<!--<i class="fa fa-map-marker-alt"></i> -->
</p>
<div class="course_footer d-flex align-items-center justify-content-start small">
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="Transmission" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-car"></i>
<span class="">Automatic</span>
</a>
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="Millage" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-road"></i> <span class="">0.00KM</span></a>
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="FuelType" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-solid fa-gas-pump"></i> <span class="">Petrol</span></a>
</div>
</div>
</div>
<div class="card col-md-3 my-3">
<img alt="Front View" class="card-img-top" height="220px;" src="vehicleImage/PTML 534.jpg"/>
<div class="card-body p-0">
<div class="course_header d-flex flex-row align-items-center justify-content-start small">
<div class="course_tag">
<a href="previous_vehicle_details.php?refNo=35&amp;itemType=Vehicle">NCS/PTML/OVT/01/24/35</a>
</div>
<div class="course_price ml-auto">
								Price 
								<span> ₦500,000.00</span><br/>
</div>
</div>
<h5 class="card-title">
					        
					        OPEL ZAFIRA 2000					    </h5>
<p class="card-text small">
<i class="fa fa-star-half-alt"></i> 
							Used <br/>
<i class="fa fa-dumbbell"></i> 
							W0L0TGF7542006165							<!--<i class="fa fa-map-marker-alt"></i> -->
</p>
<div class="course_footer d-flex align-items-center justify-content-start small">
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="Transmission" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-car"></i>
<span class="">Automatic</span>
</a>
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="Millage" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-road"></i> <span class="">0.00KM</span></a>
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="FuelType" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-solid fa-gas-pump"></i> <span class="">Petrol</span></a>
</div>
</div>
</div>
<div class="card col-md-3 my-3">
<img alt="Front View" class="card-img-top" height="220px;" src="vehicleImage/PTML 532.jpg"/>
<div class="card-body p-0">
<div class="course_header d-flex flex-row align-items-center justify-content-start small">
<div class="course_tag">
<a href="previous_vehicle_details.php?refNo=36&amp;itemType=Vehicle">NCS/PTML/OVT/01/24/36</a>
</div>
<div class="course_price ml-auto">
								Price 
								<span> ₦413,000.00</span><br/>
</div>
</div>
<h5 class="card-title">
					        
					        MITSUBISHI SPACE WAGON 2001					    </h5>
<p class="card-text small">
<i class="fa fa-star-half-alt"></i> 
							Used <br/>
<i class="fa fa-dumbbell"></i> 
							JMBLNN84W1Z001380							<!--<i class="fa fa-map-marker-alt"></i> -->
</p>
<div class="course_footer d-flex align-items-center justify-content-start small">
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="Transmission" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-car"></i>
<span class="">Automatic</span>
</a>
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="Millage" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-road"></i> <span class="">0.00KM</span></a>
<a class="d-inline-block col text-dark" data-bs-toggle="tooltip" data-original-title="FuelType" data-placement="bottom" href="javascript:void(0);">
<i class="fa fa-solid fa-gas-pump"></i> <span class="">Petrol</span></a>
</div>
</div>
</div>
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In [37]:
# Scraped the first items from the first nodes on the webpage
from bs4 import BeautifulSoup
import requests

# for the URL
url = 'https://auction.nigeriatradehub.gov.ng/previous_auction.php'
page = requests.get(url)
soup = BeautifulSoup(page.text, 'html.parser')

# For the items and reference numbers extraction
link_tag = soup.find('div', class_='course_tag').find('a', href=True)
url = link_tag['href']
reference_number = link_tag.text.strip()

# For the bidding prices extraction
price_tag = soup.find('div', class_='course_price').find('span')
price = price_tag.text.strip()

# For the item title extraction
title_tag = soup.find('h5', class_='card-title')
car_title = title_tag.text.strip()

# For the item condition and VIN
details_tag = soup.find('p', class_='card-text')
details = details_tag.find_all('br')

# -1 for condition and 0 for VIN
condition = details_tag.text.split('<br/>')[-1].strip()
vin = details_tag.text.split('<br/>')[0].strip().split()[-1]


# Extraction of the transmission, mileage, and fuel type [0] for transmission, [1] for mileage, [2] for fuel type 
footer_tags = soup.find_all('a', class_='d-inline-block col text-dark')
transmission = footer_tags[0].find('span').text.strip() if len(footer_tags) > 0 else 'N/A'
mileage = footer_tags[1].find('span').text.strip() if len(footer_tags) > 1 else 'N/A'
fuel_type = footer_tags[2].find('span').text.strip() if len(footer_tags) > 2 else 'N/A'

# Output the extracted information
print(f"URL: {url}")
print(f"Reference Number: {reference_number}")
print(f"Price: {price}")
print(f"Car Title: {car_title}")
print(f"Condition: {condition}")
print(f"VIN: {vin}")
print(f"Transmission: {transmission}")
print(f"Mileage: {mileage}")
print(f"Fuel Type: {fuel_type}")

URL: previous_vehicle_details.php?refNo=1&itemType=Vehicle
Reference Number: NCS/PTML/OVT/01/24/1
Price: ₦892,000.00
Car Title: TOYOTA CAMRY HYBRID LE 4DR SEDAN 2006
Condition: Used 
 
							4T1BE32K86U111063
VIN: 4T1BE32K86U111063
Transmission: Automatic
Mileage: 0.00KM
Fuel Type: Petrol
In [18]:
# Tried scraping all the items from all the pages on the website but was unsuccessful
import requests
from bs4 import BeautifulSoup

# using user defined fuction to extract data from the html pages
def extract_data_from_html(html):
    soup = BeautifulSoup(html, 'html.parser')
    
    # For the items and reference numbers extraction
    link_tag = soup.find('div', class_='course_tag').find('a', href=True)
    url = link_tag['href']
    reference_number = link_tag.text.strip()

   # For the bidding prices extraction
    price_tag = soup.find('div', class_='course_price').find('span')
    price = price_tag.text.strip()

   # For the item title extraction
    title_tag = soup.find('h5', class_='card-title')
    car_title = title_tag.text.strip()

   #  For the item condition and VIN
    details_tag = soup.find('p', class_='card-text')
    details = details_tag.find_all('br')
   
   # -1 for condition and 0 for VIN
    VIN = details_tag.text.split('<br/>')[0].strip().split()[-1]
    Condition = details_tag.text.split('<br/>')[-1].strip()
    
    # # Extraction of the transmission, mileage, and fuel type [0] for transmission, [1] for mileage, [2] for fuel type 
    footer_tags = soup.find_all('a', class_='d-inline-block col text-dark')
    transmission = footer_tags[0].find('span').text.strip() if len(footer_tags) > 0 else 'N/A'
    mileage = footer_tags[1].find('span').text.strip() if len(footer_tags) > 1 else 'N/A'
    fuel_type = footer_tags[2].find('span').text.strip() if len(footer_tags) > 2 else 'N/A'

    
    return {
        'URL': url,
        'Reference Number': reference_number,
        'Price': price,
        'Car Title': car_title,
        'Condition': Condition,
        'VIN': VIN,
        'Transmission': transmission,
        'Mileage': mileage,
        'Fuel Type': fuel_type
    }

# user defined fuction to scrap the 38 pages
def scrape_multiple_pages(urls):
    data = []
    for url in urls:
        try:
            # Fetch the page
            response = requests.get(url)
            response.raise_for_status()  # Check for request errors

            # Extract data from the HTML content
            page_data = extract_data_from_html(response.text)
            data.append(page_data)

            print(f"Data extracted from {url}: {page_data}")

        except requests.RequestException as e:
            print(f"Failed to retrieve data from {url}: {e}")

    return data

# List of URLs to scrape
urls = [
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=2',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=3',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=4',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=5',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=6',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=7',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=8',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=9',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=10',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=11',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=12',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=13',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=14',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=15',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=16',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=17',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=18',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=19',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=20',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=21',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=22',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=23',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=24',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=25',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=26',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=27',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=28',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=29',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=30',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=31',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=32',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=33',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=34',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=35',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=36',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=37',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=38'
]

# Start scraping the data
scraped_data = scrape_multiple_pages(urls)

Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php: {'URL': 'previous_vehicle_details.php?refNo=1&itemType=Vehicle', 'Reference Number': 'NCS/PTML/OVT/01/24/1', 'Price': '₦892,000.00', 'Car Title': 'TOYOTA CAMRY HYBRID LE 4DR SEDAN 2006', 'Condition': 'Used \n \n\t\t\t\t\t\t\t4T1BE32K86U111063', 'VIN': '4T1BE32K86U111063', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=2: {'URL': 'previous_vehicle_details.php?refNo=37&itemType=Vehicle', 'Reference Number': 'NCS/PTML/OVT/01/24/37', 'Price': '₦450,000.00', 'Car Title': 'MAZDA MAZDA 5 2005', 'Condition': 'Used \n \n\t\t\t\t\t\t\tJMZCR198260114972', 'VIN': 'JMZCR198260114972', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=3: {'URL': 'previous_vehicle_details.php?refNo=72&itemType=Vehicle', 'Reference Number': 'NCS/PTML/OVT/01/24/72', 'Price': '₦450,000.00', 'Car Title': 'LEXUS ES 300H LUXURY 4DR SEDAN 2002', 'Condition': 'Used \n \n\t\t\t\t\t\t\tJTHBF30G120074373', 'VIN': 'JTHBF30G120074373', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=4: {'URL': 'previous_vehicle_details.php?refNo=106&itemType=Vehicle', 'Reference Number': 'NCS/OVT/PTML/01/2024/106', 'Price': '₦865,000.00', 'Car Title': 'PEUGEOT  307 2004', 'Condition': 'Used \n \n\t\t\t\t\t\t\tVF33HNFUC83284259', 'VIN': 'VF33HNFUC83284259', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=5: {'URL': 'previous_vehicle_details.php?refNo=140&itemType=Vehicle', 'Reference Number': 'NCS/OVT/PTML/01/2024/140', 'Price': '₦420,000.00', 'Car Title': 'ACURA TL  TL 2003', 'Condition': 'Used \n \n\t\t\t\t\t\t\t19UUA56883A027200', 'VIN': '19UUA56883A027200', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=6: {'URL': 'previous_vehicle_details.php?refNo=174&itemType=Vehicle', 'Reference Number': 'NCS/OVT/PTML/01/2024/174', 'Price': '₦637,800.00', 'Car Title': 'HONDA   PILOT 2005', 'Condition': 'Used \n \n\t\t\t\t\t\t\t5FNYF18485B006197', 'VIN': '5FNYF18485B006197', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=7: {'URL': 'previous_vehicle_details.php?refNo=295&itemType=Vehicle', 'Reference Number': 'NCS/PTML/OVT/01/2024/295', 'Price': '₦1,400,000.00', 'Car Title': 'HONDA ODYSSEY 2005', 'Condition': 'Used \n \n\t\t\t\t\t\t\t5FNRL38605B409892', 'VIN': '5FNRL38605B409892', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=8: {'URL': 'previous_vehicle_details.php?refNo=249&itemType=Vehicle', 'Reference Number': 'NCS/PTML/OVT/01/2024/249', 'Price': '₦860,000.00', 'Car Title': 'TOYOTA HIGHLANDER 2005', 'Condition': 'Used \n \n\t\t\t\t\t\t\tJTEEP21A550092973', 'VIN': 'JTEEP21A550092973', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=9: {'URL': 'container_details.php?refNo=4&itemType=Container', 'Reference Number': 'NCS/TCIP/OVT/03/2024/4', 'Price': '₦8,700,000.00', 'Car Title': 'CSNU6999438', 'Condition': '0KG \n \n        \t\t\t\t\t\t\t1x40ft \n \n        \t\t\t\t\t\t\tTINCAN ISLAND PORT AREA COMMAND\n \n        \t\t\t\t\t\t\tNigeria', 'VIN': 'Nigeria', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=10: {'URL': 'previous_vehicle_details.php?refNo=345&itemType=Vehicle', 'Reference Number': 'NCS/PTML/OVT/02/2024/345', 'Price': '₦1,400,000.00', 'Car Title': 'MERCEDES C 280 1999', 'Condition': 'Used \n \n\t\t\t\t\t\t\tWDBHA29G1XA727887', 'VIN': 'WDBHA29G1XA727887', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=11: {'URL': 'previous_vehicle_details.php?refNo=307&itemType=Vehicle', 'Reference Number': 'NCS/PTML/OVT/02/2024/307', 'Price': '₦600,000.00', 'Car Title': 'NISSAN  PRIMERA 2000', 'Condition': 'Used \n \n\t\t\t\t\t\t\tSJNFAAP11U0493474', 'VIN': 'SJNFAAP11U0493474', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=12: {'URL': 'container_details.php?refNo=23&itemType=Container', 'Reference Number': 'NCS/TCIP/OVT/03/2024/23', 'Price': '₦5,111,111.00', 'Car Title': 'MSCU7642396', 'Condition': '0KG \n \n        \t\t\t\t\t\t\t1x40ft \n \n        \t\t\t\t\t\t\tTINCAN ISLAND PORT AREA COMMAND\n \n        \t\t\t\t\t\t\tNigeria', 'VIN': 'Nigeria', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=13: {'URL': 'previous_vehicle_details.php?refNo=128&itemType=Vehicle', 'Reference Number': 'NCS/OVT/PTML/01/2024/128', 'Price': '₦624,000.00', 'Car Title': 'MITSUBISHI   GALANT 1996', 'Condition': 'Used \n \n\t\t\t\t\t\t\tJMBLNE52ATZ000591', 'VIN': 'JMBLNE52ATZ000591', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=14: {'URL': 'previous_vehicle_details.php?refNo=416&itemType=Vehicle', 'Reference Number': 'NCS/01TC/OVT/02/2024/416', 'Price': '₦1,250,000.00', 'Car Title': 'LEXUS  RX 300 1999', 'Condition': 'Used \n \n\t\t\t\t\t\t\tJT6HF10U8X0021044', 'VIN': 'JT6HF10U8X0021044', 'Transmission': 'AUTOMATIC', 'Mileage': '0.00KM', 'Fuel Type': 'NIL'}
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=15: {'URL': 'previous_vehicle_details.php?refNo=451&itemType=Vehicle', 'Reference Number': 'NCS/01TC/OVT/02/2024/451', 'Price': '₦365,000.00', 'Car Title': 'TOYOTA AVALON 2003', 'Condition': 'Used \n \n\t\t\t\t\t\t\t4T1BF28B43U303753', 'VIN': '4T1BF28B43U303753', 'Transmission': 'AUTOMATIC', 'Mileage': '0.00KM', 'Fuel Type': 'NIL'}
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=16: {'URL': 'previous_vehicle_details.php?refNo=480&itemType=Vehicle', 'Reference Number': 'NCS/01TC/OVT/02/2024/480', 'Price': '₦2,100,000.00', 'Car Title': 'TOYOTA COROLLA 2007', 'Condition': 'Used \n \n\t\t\t\t\t\t\t2T1BR32E17C762567', 'VIN': '2T1BR32E17C762567', 'Transmission': 'AUTOMATIC', 'Mileage': '0.00KM', 'Fuel Type': 'NIL'}
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=17: {'URL': 'previous_vehicle_details.php?refNo=506&itemType=Vehicle', 'Reference Number': 'NCS/01TC/OVT/02/2024/506', 'Price': '₦800,000.00', 'Car Title': 'AUDI   ALLROAD 2002', 'Condition': 'Used \n \n\t\t\t\t\t\t\tWA1YD64B82N120800', 'VIN': 'WA1YD64B82N120800', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=18: {'URL': 'container_details.php?refNo=75&itemType=Container', 'Reference Number': 'NCS/TCIP/OVT/03/2024/75', 'Price': '₦1,901,111.00', 'Car Title': 'MSCU1835778', 'Condition': '0KG \n \n        \t\t\t\t\t\t\t1x20ft \n \n        \t\t\t\t\t\t\tAPAPA AREA COMMAND\n \n        \t\t\t\t\t\t\tNigeria', 'VIN': 'Nigeria', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=19: {'URL': 'previous_vehicle_details.php?refNo=536&itemType=Vehicle', 'Reference Number': 'NCS/01AP/OVT/03/2024/536', 'Price': '₦620,000.00', 'Car Title': '2004 RENAULT MEGANE MEGANE 2004', 'Condition': 'Used \n \n\t\t\t\t\t\t\tVF1BMRF0531656771', 'VIN': 'VF1BMRF0531656771', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=20: {'URL': 'previous_vehicle_details.php?refNo=574&itemType=Vehicle', 'Reference Number': 'NCS/01TC/OVT/03/2024/574', 'Price': '₦490,000.00', 'Car Title': 'TOYOTA AVALON 2000', 'Condition': 'Used \n \n\t\t\t\t\t\t\t4TBF28B0YU080019', 'VIN': '4TBF28B0YU080019', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=21: {'URL': 'previous_vehicle_details.php?refNo=611&itemType=Vehicle', 'Reference Number': 'NCS/01TC/OVT/03/2024/611', 'Price': '₦2,000,000.00', 'Car Title': 'HONDA ACCORD 0', 'Condition': 'Used \n \n\t\t\t\t\t\t\tA003789', 'VIN': 'A003789', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=22: {'URL': 'previous_vehicle_details.php?refNo=668&itemType=Vehicle', 'Reference Number': 'NCS/TCIP/OVT/03/2024/668', 'Price': '₦1,130,000.00', 'Car Title': 'HYUNDAI  SANTAFE 1994', 'Condition': 'Used \n \n\t\t\t\t\t\t\tKMHSC81ARU121964', 'VIN': 'KMHSC81ARU121964', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=23: {'URL': 'container_details.php?refNo=103&itemType=Container', 'Reference Number': 'NCS/PTML/OVT/03/2024/103', 'Price': '₦1,600,000.00', 'Car Title': 'PIDU4056232', 'Condition': '0KG \n \n        \t\t\t\t\t\t\t1x40ft \n \n        \t\t\t\t\t\t\tPORT TERMINAL MULTISERVICES LIMITED (PTML) AREA COMMAND\n \n        \t\t\t\t\t\t\tNigeria', 'VIN': 'Nigeria', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=24: {'URL': 'previous_vehicle_details.php?refNo=705&itemType=Vehicle', 'Reference Number': 'NCS/TCIP/OVT/03/2024/705', 'Price': '₦750,000.00', 'Car Title': 'TOYOTA 4Runner 2002', 'Condition': 'Used \n \n\t\t\t\t\t\t\tJT3GN87R2W0062564', 'VIN': 'JT3GN87R2W0062564', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=25: {'URL': 'previous_vehicle_details.php?refNo=737&itemType=Vehicle', 'Reference Number': 'NCS/PTML/OVT/04/2024/737', 'Price': '₦756,320.00', 'Car Title': 'FORD E250 ECONOLINE VAN 2005', 'Condition': 'Used \n \n\t\t\t\t\t\t\t1FTNE24L35HA80183', 'VIN': '1FTNE24L35HA80183', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=26: {'URL': 'previous_vehicle_details.php?refNo=769&itemType=Vehicle', 'Reference Number': 'NCS/PTML/OVT/04/2024/769', 'Price': '₦860,989.00', 'Car Title': 'SATURN VUE 2009', 'Condition': 'Used \n \n\t\t\t\t\t\t\t3GSDL43N79S562141', 'VIN': '3GSDL43N79S562141', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=27: {'URL': 'previous_vehicle_details.php?refNo=802&itemType=Vehicle', 'Reference Number': 'NCS/PTML/OVT/04/2024/802', 'Price': '₦550,000.00', 'Car Title': 'CHRYSLER PACIFICA 2006', 'Condition': 'Used \n \n\t\t\t\t\t\t\t2A8GF68446R698594', 'VIN': '2A8GF68446R698594', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=28: {'URL': 'previous_vehicle_details.php?refNo=834&itemType=Vehicle', 'Reference Number': 'NCS/PTML/OVT/04/2024/834', 'Price': '₦580,000.00', 'Car Title': 'TOYOTA CAMRY LE 2001', 'Condition': 'Used \n \n\t\t\t\t\t\t\t4T1BG22K614068579', 'VIN': '4T1BG22K614068579', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=29: {'URL': 'previous_vehicle_details.php?refNo=866&itemType=Vehicle', 'Reference Number': 'NCS/PTML/OVT/04/2024/866', 'Price': '₦520,000.00', 'Car Title': 'MERCEDES BENZ C240 0', 'Condition': 'Used \n \n\t\t\t\t\t\t\t569606', 'VIN': '569606', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=30: {'URL': 'previous_vehicle_details.php?refNo=901&itemType=Vehicle', 'Reference Number': 'NCS/TCIP/OVT/05/2024/901', 'Price': '₦560,000.00', 'Car Title': 'OPEL VECTRA 1998', 'Condition': 'Used \n \n\t\t\t\t\t\t\tW0L0JBF19W1032590', 'VIN': 'W0L0JBF19W1032590', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=31: {'URL': 'previous_vehicle_details.php?refNo=935&itemType=Vehicle', 'Reference Number': 'NCS/TCIP/OVT/05/2024/935', 'Price': '₦803,000.00', 'Car Title': 'LEXUS  GS350 2008', 'Condition': 'Used \n \n\t\t\t\t\t\t\tJTHBE96S980030230', 'VIN': 'JTHBE96S980030230', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=32: {'URL': 'previous_vehicle_details.php?refNo=967&itemType=Vehicle', 'Reference Number': 'NCS/TCIP/OVT/06/2024/967', 'Price': '₦666,666.00', 'Car Title': 'HONDA  ACCORD 1992', 'Condition': 'Used \n \n\t\t\t\t\t\t\t1HGCB7555NA232679', 'VIN': '1HGCB7555NA232679', 'Transmission': 'AUTOMATIC', 'Mileage': '0.00KM', 'Fuel Type': 'PETROL'}
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=33: {'URL': 'previous_vehicle_details.php?refNo=999&itemType=Vehicle', 'Reference Number': 'NCS/TCIP/OVT/06/2024/999', 'Price': '₦1,420,000.00', 'Car Title': 'FORD  RANGER 2001', 'Condition': 'Used \n \n\t\t\t\t\t\t\t1FTYR14E41TA23141', 'VIN': '1FTYR14E41TA23141', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=34: {'URL': 'previous_vehicle_details.php?refNo=1031&itemType=Vehicle', 'Reference Number': 'NCS/TCIP/OVT/06/2024/1031', 'Price': '₦1,200,000.00', 'Car Title': 'MERCEDEZ BENZ  E320 0', 'Condition': 'Used \n \n\t\t\t\t\t\t\t681232', 'VIN': '681232', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=35: {'URL': 'previous_vehicle_details.php?refNo=1081&itemType=Vehicle', 'Reference Number': 'NCS/TCIP/OVT/07/2024/1081', 'Price': '₦620,000.00', 'Car Title': 'NISSAN XTERRA 0', 'Condition': 'Used \n \n\t\t\t\t\t\t\t508099', 'VIN': '508099', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=36: {'URL': 'previous_vehicle_details.php?refNo=1095&itemType=Vehicle', 'Reference Number': 'NCS/TCIP/OVT/07/2024/1095', 'Price': '₦1,000,000.00', 'Car Title': 'FORD  GALAXY 1998', 'Condition': 'Used \n \n\t\t\t\t\t\t\tWF0GXXPSWGTG40874', 'VIN': 'WF0GXXPSWGTG40874', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=37: {'URL': 'previous_vehicle_details.php?refNo=1128&itemType=Vehicle', 'Reference Number': 'NCS/TCIP/OVT/07/2024/1128', 'Price': '₦1,146,504.33', 'Car Title': 'VOLKSWAGEN  PASSAT 2006', 'Condition': 'Used \n \n\t\t\t\t\t\t\tWVWAK73C16P137817', 'VIN': 'WVWAK73C16P137817', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=38: {'URL': 'previous_vehicle_details.php?refNo=1161&itemType=Vehicle', 'Reference Number': 'NCS/PTML/OVT/08/2024/1161', 'Price': '₦1,200,000.00', 'Car Title': 'TOYOTA  COROLLA 2005', 'Condition': 'Used \n \n\t\t\t\t\t\t\t536465', 'VIN': '536465', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
In [19]:
# imported the pandas library
import pandas as pd

auction = pd.DataFrame(scraped_data)
print(auction)

                                                  URL  \
0   previous_vehicle_details.php?refNo=1&itemType=...   
1   previous_vehicle_details.php?refNo=37&itemType...   
2   previous_vehicle_details.php?refNo=72&itemType...   
3   previous_vehicle_details.php?refNo=106&itemTyp...   
4   previous_vehicle_details.php?refNo=140&itemTyp...   
5   previous_vehicle_details.php?refNo=174&itemTyp...   
6   previous_vehicle_details.php?refNo=295&itemTyp...   
7   previous_vehicle_details.php?refNo=249&itemTyp...   
8    container_details.php?refNo=4&itemType=Container   
9   previous_vehicle_details.php?refNo=345&itemTyp...   
10  previous_vehicle_details.php?refNo=307&itemTyp...   
11  container_details.php?refNo=23&itemType=Container   
12  previous_vehicle_details.php?refNo=128&itemTyp...   
13  previous_vehicle_details.php?refNo=416&itemTyp...   
14  previous_vehicle_details.php?refNo=451&itemTyp...   
15  previous_vehicle_details.php?refNo=480&itemTyp...   
16  previous_vehicle_details.php?refNo=506&itemTyp...   
17  container_details.php?refNo=75&itemType=Container   
18  previous_vehicle_details.php?refNo=536&itemTyp...   
19  previous_vehicle_details.php?refNo=574&itemTyp...   
20  previous_vehicle_details.php?refNo=611&itemTyp...   
21  previous_vehicle_details.php?refNo=668&itemTyp...   
22  container_details.php?refNo=103&itemType=Conta...   
23  previous_vehicle_details.php?refNo=705&itemTyp...   
24  previous_vehicle_details.php?refNo=737&itemTyp...   
25  previous_vehicle_details.php?refNo=769&itemTyp...   
26  previous_vehicle_details.php?refNo=802&itemTyp...   
27  previous_vehicle_details.php?refNo=834&itemTyp...   
28  previous_vehicle_details.php?refNo=866&itemTyp...   
29  previous_vehicle_details.php?refNo=901&itemTyp...   
30  previous_vehicle_details.php?refNo=935&itemTyp...   
31  previous_vehicle_details.php?refNo=967&itemTyp...   
32  previous_vehicle_details.php?refNo=999&itemTyp...   
33  previous_vehicle_details.php?refNo=1031&itemTy...   
34  previous_vehicle_details.php?refNo=1081&itemTy...   
35  previous_vehicle_details.php?refNo=1095&itemTy...   
36  previous_vehicle_details.php?refNo=1128&itemTy...   
37  previous_vehicle_details.php?refNo=1161&itemTy...   

             Reference Number          Price  \
0        NCS/PTML/OVT/01/24/1    ₦892,000.00   
1       NCS/PTML/OVT/01/24/37    ₦450,000.00   
2       NCS/PTML/OVT/01/24/72    ₦450,000.00   
3    NCS/OVT/PTML/01/2024/106    ₦865,000.00   
4    NCS/OVT/PTML/01/2024/140    ₦420,000.00   
5    NCS/OVT/PTML/01/2024/174    ₦637,800.00   
6    NCS/PTML/OVT/01/2024/295  ₦1,400,000.00   
7    NCS/PTML/OVT/01/2024/249    ₦860,000.00   
8      NCS/TCIP/OVT/03/2024/4  ₦8,700,000.00   
9    NCS/PTML/OVT/02/2024/345  ₦1,400,000.00   
10   NCS/PTML/OVT/02/2024/307    ₦600,000.00   
11    NCS/TCIP/OVT/03/2024/23  ₦5,111,111.00   
12   NCS/OVT/PTML/01/2024/128    ₦624,000.00   
13   NCS/01TC/OVT/02/2024/416  ₦1,250,000.00   
14   NCS/01TC/OVT/02/2024/451    ₦365,000.00   
15   NCS/01TC/OVT/02/2024/480  ₦2,100,000.00   
16   NCS/01TC/OVT/02/2024/506    ₦800,000.00   
17    NCS/TCIP/OVT/03/2024/75  ₦1,901,111.00   
18   NCS/01AP/OVT/03/2024/536    ₦620,000.00   
19   NCS/01TC/OVT/03/2024/574    ₦490,000.00   
20   NCS/01TC/OVT/03/2024/611  ₦2,000,000.00   
21   NCS/TCIP/OVT/03/2024/668  ₦1,130,000.00   
22   NCS/PTML/OVT/03/2024/103  ₦1,600,000.00   
23   NCS/TCIP/OVT/03/2024/705    ₦750,000.00   
24   NCS/PTML/OVT/04/2024/737    ₦756,320.00   
25   NCS/PTML/OVT/04/2024/769    ₦860,989.00   
26   NCS/PTML/OVT/04/2024/802    ₦550,000.00   
27   NCS/PTML/OVT/04/2024/834    ₦580,000.00   
28   NCS/PTML/OVT/04/2024/866    ₦520,000.00   
29   NCS/TCIP/OVT/05/2024/901    ₦560,000.00   
30   NCS/TCIP/OVT/05/2024/935    ₦803,000.00   
31   NCS/TCIP/OVT/06/2024/967    ₦666,666.00   
32   NCS/TCIP/OVT/06/2024/999  ₦1,420,000.00   
33  NCS/TCIP/OVT/06/2024/1031  ₦1,200,000.00   
34  NCS/TCIP/OVT/07/2024/1081    ₦620,000.00   
35  NCS/TCIP/OVT/07/2024/1095  ₦1,000,000.00   
36  NCS/TCIP/OVT/07/2024/1128  ₦1,146,504.33   
37  NCS/PTML/OVT/08/2024/1161  ₦1,200,000.00   

                                Car Title  \
0   TOYOTA CAMRY HYBRID LE 4DR SEDAN 2006   
1                      MAZDA MAZDA 5 2005   
2     LEXUS ES 300H LUXURY 4DR SEDAN 2002   
3                       PEUGEOT  307 2004   
4                       ACURA TL  TL 2003   
5                      HONDA   PILOT 2005   
6                      HONDA ODYSSEY 2005   
7                  TOYOTA HIGHLANDER 2005   
8                             CSNU6999438   
9                     MERCEDES C 280 1999   
10                   NISSAN  PRIMERA 2000   
11                            MSCU7642396   
12               MITSUBISHI   GALANT 1996   
13                     LEXUS  RX 300 1999   
14                     TOYOTA AVALON 2003   
15                    TOYOTA COROLLA 2007   
16                    AUDI   ALLROAD 2002   
17                            MSCU1835778   
18        2004 RENAULT MEGANE MEGANE 2004   
19                     TOYOTA AVALON 2000   
20                         HONDA ACCORD 0   
21                  HYUNDAI  SANTAFE 1994   
22                            PIDU4056232   
23                    TOYOTA 4Runner 2002   
24           FORD E250 ECONOLINE VAN 2005   
25                        SATURN VUE 2009   
26                 CHRYSLER PACIFICA 2006   
27                   TOYOTA CAMRY LE 2001   
28                   MERCEDES BENZ C240 0   
29                       OPEL VECTRA 1998   
30                      LEXUS  GS350 2008   
31                     HONDA  ACCORD 1992   
32                      FORD  RANGER 2001   
33                  MERCEDEZ BENZ  E320 0   
34                        NISSAN XTERRA 0   
35                      FORD  GALAXY 1998   
36                VOLKSWAGEN  PASSAT 2006   
37                   TOYOTA  COROLLA 2005   

                                            Condition                VIN  \
0           Used \n \n\t\t\t\t\t\t\t4T1BE32K86U111063  4T1BE32K86U111063   
1           Used \n \n\t\t\t\t\t\t\tJMZCR198260114972  JMZCR198260114972   
2           Used \n \n\t\t\t\t\t\t\tJTHBF30G120074373  JTHBF30G120074373   
3           Used \n \n\t\t\t\t\t\t\tVF33HNFUC83284259  VF33HNFUC83284259   
4           Used \n \n\t\t\t\t\t\t\t19UUA56883A027200  19UUA56883A027200   
5           Used \n \n\t\t\t\t\t\t\t5FNYF18485B006197  5FNYF18485B006197   
6           Used \n \n\t\t\t\t\t\t\t5FNRL38605B409892  5FNRL38605B409892   
7           Used \n \n\t\t\t\t\t\t\tJTEEP21A550092973  JTEEP21A550092973   
8   0KG \n \n        \t\t\t\t\t\t\t1x40ft \n \n   ...            Nigeria   
9           Used \n \n\t\t\t\t\t\t\tWDBHA29G1XA727887  WDBHA29G1XA727887   
10          Used \n \n\t\t\t\t\t\t\tSJNFAAP11U0493474  SJNFAAP11U0493474   
11  0KG \n \n        \t\t\t\t\t\t\t1x40ft \n \n   ...            Nigeria   
12          Used \n \n\t\t\t\t\t\t\tJMBLNE52ATZ000591  JMBLNE52ATZ000591   
13          Used \n \n\t\t\t\t\t\t\tJT6HF10U8X0021044  JT6HF10U8X0021044   
14          Used \n \n\t\t\t\t\t\t\t4T1BF28B43U303753  4T1BF28B43U303753   
15          Used \n \n\t\t\t\t\t\t\t2T1BR32E17C762567  2T1BR32E17C762567   
16          Used \n \n\t\t\t\t\t\t\tWA1YD64B82N120800  WA1YD64B82N120800   
17  0KG \n \n        \t\t\t\t\t\t\t1x20ft \n \n   ...            Nigeria   
18          Used \n \n\t\t\t\t\t\t\tVF1BMRF0531656771  VF1BMRF0531656771   
19           Used \n \n\t\t\t\t\t\t\t4TBF28B0YU080019   4TBF28B0YU080019   
20                    Used \n \n\t\t\t\t\t\t\tA003789            A003789   
21           Used \n \n\t\t\t\t\t\t\tKMHSC81ARU121964   KMHSC81ARU121964   
22  0KG \n \n        \t\t\t\t\t\t\t1x40ft \n \n   ...            Nigeria   
23          Used \n \n\t\t\t\t\t\t\tJT3GN87R2W0062564  JT3GN87R2W0062564   
24          Used \n \n\t\t\t\t\t\t\t1FTNE24L35HA80183  1FTNE24L35HA80183   
25          Used \n \n\t\t\t\t\t\t\t3GSDL43N79S562141  3GSDL43N79S562141   
26          Used \n \n\t\t\t\t\t\t\t2A8GF68446R698594  2A8GF68446R698594   
27          Used \n \n\t\t\t\t\t\t\t4T1BG22K614068579  4T1BG22K614068579   
28                     Used \n \n\t\t\t\t\t\t\t569606             569606   
29          Used \n \n\t\t\t\t\t\t\tW0L0JBF19W1032590  W0L0JBF19W1032590   
30          Used \n \n\t\t\t\t\t\t\tJTHBE96S980030230  JTHBE96S980030230   
31          Used \n \n\t\t\t\t\t\t\t1HGCB7555NA232679  1HGCB7555NA232679   
32          Used \n \n\t\t\t\t\t\t\t1FTYR14E41TA23141  1FTYR14E41TA23141   
33                     Used \n \n\t\t\t\t\t\t\t681232             681232   
34                     Used \n \n\t\t\t\t\t\t\t508099             508099   
35          Used \n \n\t\t\t\t\t\t\tWF0GXXPSWGTG40874  WF0GXXPSWGTG40874   
36          Used \n \n\t\t\t\t\t\t\tWVWAK73C16P137817  WVWAK73C16P137817   
37                     Used \n \n\t\t\t\t\t\t\t536465             536465   

   Transmission Mileage Fuel Type  
0     Automatic  0.00KM    Petrol  
1     Automatic  0.00KM    Petrol  
2     Automatic  0.00KM    Petrol  
3     Automatic  0.00KM    Petrol  
4     Automatic  0.00KM    Petrol  
5     Automatic  0.00KM    Petrol  
6     Automatic  0.00KM    Petrol  
7     Automatic  0.00KM    Petrol  
8     Automatic  0.00KM    Petrol  
9     Automatic  0.00KM    Petrol  
10    Automatic  0.00KM    Petrol  
11    Automatic  0.00KM    Petrol  
12    Automatic  0.00KM    Petrol  
13    AUTOMATIC  0.00KM       NIL  
14    AUTOMATIC  0.00KM       NIL  
15    AUTOMATIC  0.00KM       NIL  
16    Automatic  0.00KM    Petrol  
17    Automatic  0.00KM    Petrol  
18    Automatic  0.00KM    Petrol  
19    Automatic  0.00KM    Petrol  
20    Automatic  0.00KM    Petrol  
21    Automatic  0.00KM    Petrol  
22    Automatic  0.00KM    Petrol  
23    Automatic  0.00KM    Petrol  
24    Automatic  0.00KM    Petrol  
25    Automatic  0.00KM    Petrol  
26    Automatic  0.00KM    Petrol  
27    Automatic  0.00KM    Petrol  
28    Automatic  0.00KM    Petrol  
29    Automatic  0.00KM    Petrol  
30    Automatic  0.00KM    Petrol  
31    AUTOMATIC  0.00KM    PETROL  
32    Automatic  0.00KM    Petrol  
33    Automatic  0.00KM    Petrol  
34    Automatic  0.00KM    Petrol  
35    Automatic  0.00KM    Petrol  
36    Automatic  0.00KM    Petrol  
37    Automatic  0.00KM    Petrol
In [24]:
# Edited my code to scrap all the data from the website 
import requests
from bs4 import BeautifulSoup
import pandas as pd

def extract_data_from_html(html):
    soup = BeautifulSoup(html, 'html.parser')
    data = []

    # Find all the blocks that contain the information in each node from all the 38 pages
    car_blocks = soup.find_all('div', class_='card')

    for block in car_blocks:
        # For the items and reference numbers extraction
        link_tag = block.find('div', class_='course_tag').find('a', href=True)
        url = link_tag['href']
        reference_number = link_tag.text.strip()

        # For the bidding prices extraction
        price_tag = block.find('div', class_='course_price').find('span')
        price = price_tag.text.strip()

        # For the item title extraction
        title_tag = block.find('h5', class_='card-title')
        car_title = title_tag.text.strip()

        #  For the item condition and VIN
        details_tag = block.find('p', class_='card-text')
        details = details_tag.get_text(separator=' ').strip().split()
        
        #-1 for condition and 0 for VIN
        vin = details[0] if len(details) > 0 else 'N/A'
        condition = details[-1] if len(details) > 1 else 'N/A'

         # # Extraction of the transmission, mileage, and fuel type [0] for transmission, [1] for mileage, [2] for fuel type 
        footer_tags = block.find_all('a', class_='d-inline-block col text-dark')
        transmission = footer_tags[0].find('span').text.strip() if len(footer_tags) > 0 else 'N/A'
        mileage = footer_tags[1].find('span').text.strip() if len(footer_tags) > 1 else 'N/A'
        fuel_type = footer_tags[2].find('span').text.strip() if len(footer_tags) > 2 else 'N/A'

        # after getting the data show the results below
        data.append({
            'URL': url,
            'Reference Number': reference_number,
            'Price': price,
            'Car Title': car_title,
            'Condition': condition,
            'VIN': vin,
            'Transmission': transmission,
            'Mileage': mileage,
            'Fuel Type': fuel_type
        })

    return data

def scrape_multiple_pages(urls):
    all_data = []
    
    # run a for loop in the urls 
    for url in urls:
        try:
            response = requests.get(url)
            response.raise_for_status()  # Check for request errors

            page_data = extract_data_from_html(response.text)
            all_data.extend(page_data)

            print(f"Data extracted from {url}")

        except requests.RequestException as e:
            print(f"Failed to retrieve data from {url}: {e}")

    return all_data

# List of URLs to scrape
urls = [
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=2',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=3',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=4',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=5',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=6',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=7',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=8',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=9',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=10',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=11',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=12',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=13',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=14',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=15',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=16',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=17',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=18',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=19',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=20',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=21',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=22',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=23',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=24',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=25',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=26',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=27',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=28',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=29',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=30',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=31',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=32',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=33',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=34',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=35',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=36',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=37',
    'https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=38'
    # Add more URLs as needed
]

# Start the scraping process
scraped_data = scrape_multiple_pages(urls)

Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=2
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=3
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=4
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=5
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=6
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=7
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=8
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=9
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=10
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=11
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=12
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=13
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=14
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=15
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=16
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=17
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=18
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=19
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=20
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=21
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=22
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=23
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=24
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=25
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=26
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=27
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=28
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=29
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=30
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=31
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=32
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=33
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=34
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=35
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=36
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=37
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=38
In [25]:
# After scraping, printed the data to the console
scrapped_data = scrape_multiple_pages(urls)

# Print the extracted data
for entry in scrapped_data:
    print(entry)

Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=2
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=3
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=4
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=5
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=6
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=7
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=8
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=9
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=10
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=11
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=12
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=13
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=14
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=15
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=16
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=17
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=18
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=19
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=20
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=21
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=22
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=23
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=24
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=25
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=26
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=27
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=28
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=29
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=30
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=31
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=32
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=33
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=34
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=35
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=36
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=37
Data extracted from https://auction.nigeriatradehub.gov.ng/previous_auction.php?page=38
{'URL': 'previous_vehicle_details.php?refNo=1&itemType=Vehicle', 'Reference Number': 'NCS/PTML/OVT/01/24/1', 'Price': '₦892,000.00', 'Car Title': 'TOYOTA CAMRY HYBRID LE 4DR SEDAN 2006', 'Condition': '4T1BE32K86U111063', 'VIN': 'Used', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
{'URL': 'previous_vehicle_details.php?refNo=2&itemType=Vehicle', 'Reference Number': 'NCS/PTML/OVT/01/24/2', 'Price': '₦500,000.00', 'Car Title': 'ACURA TL 2004', 'Condition': '19UUA66214A013030', 'VIN': 'Used', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
{'URL': 'previous_vehicle_details.php?refNo=3&itemType=Vehicle', 'Reference Number': 'NCS/PTML/OVT/01/24/3', 'Price': '₦420,000.00', 'Car Title': 'HONDA ACCORD EX 1.5T 4DR SEDAN 2004', 'Condition': '1HGCM66554A098192', 'VIN': 'Used', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
{'URL': 'previous_vehicle_details.php?refNo=4&itemType=Vehicle', 'Reference Number': 'NCS/PTML/OVT/01/24/4', 'Price': '₦800,000.00', 'Car Title': 'TOYOTA COROLLA L 4DR SEDAN 2007', 'Condition': '2T1BR32E27C777272', 'VIN': 'Used', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
{'URL': 'previous_vehicle_details.php?refNo=5&itemType=Vehicle', 'Reference Number': 'NCS/PTML/OVT/01/24/5', 'Price': '₦715,000.00', 'Car Title': 'PEUGEOT 307 2008', 'Condition': 'VF33CNFUL84568049', 'VIN': 'Used', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
{'URL': 'previous_vehicle_details.php?refNo=6&itemType=Vehicle', 'Reference Number': 'NCS/PTML/OVT/01/24/6', 'Price': '₦410,000.00', 'Car Title': 'VOLKSWAGEN POLO 70 TSI TRENDLINE 2001', 'Condition': 'WVWZZZ6NZ1Y237873', 'VIN': 'Used', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
{'URL': 'previous_vehicle_details.php?refNo=7&itemType=Vehicle', 'Reference Number': 'NCS/PTML/OVT/01/24/7', 'Price': '₦467,000.00', 'Car Title': 'BMW 330I 4DR REAR-WHEEL DRIVE SEDAN 2011', 'Condition': 'WBAKF9C59BE262301', 'VIN': 'Used', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
{'URL': 'previous_vehicle_details.php?refNo=8&itemType=Vehicle', 'Reference Number': 'NCS/PTML/OVT/01/24/8', 'Price': '₦531,001.00', 'Car Title': 'MAZDA PREMACY 2003', 'Condition': 'JMZCP19F231338331', 'VIN': 'Used', 'Transmission': 'Manual', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
{'URL': 'previous_vehicle_details.php?refNo=11&itemType=Vehicle', 'Reference Number': 'NCS/PTML/OVT/01/24/11', 'Price': '₦2,100,000.00', 'Car Title': 'HONDA ACCORD EX 4DR SEDAN 2014', 'Condition': '1HGCR3F82EA037331', 'VIN': 'Used', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
{'URL': 'previous_vehicle_details.php?refNo=12&itemType=Vehicle', 'Reference Number': 'NCS/PTML/OVT/01/24/12', 'Price': '₦651,000.00', 'Car Title': 'HONDA ACCORD EX 1.5T 4DR SEDAN 2006', 'Condition': '1HGCM56856A178616', 'VIN': 'Used', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
{'URL': 'previous_vehicle_details.php?refNo=13&itemType=Vehicle', 'Reference Number': 'NCS/PTML/OVT/01/24/13', 'Price': '₦400,900.00', 'Car Title': 'HONDA CIVIC EX 4DR SEDAN 2004', 'Condition': '1HGEM219X4L011483', 'VIN': 'Used', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
{'URL': 'previous_vehicle_details.php?refNo=14&itemType=Vehicle', 'Reference Number': 'NCS/PTML/OVT/01/24/14', 'Price': '₦2,750,000.00', 'Car Title': 'LEXUS GS 300 BASE 4DR REAR-WHEEL DRIVE SEDAN 2006', 'Condition': 'JTHCH96S360012332', 'VIN': 'Used', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
{'URL': 'previous_vehicle_details.php?refNo=15&itemType=Vehicle', 'Reference Number': 'NCS/PTML/OVT/01/24/15', 'Price': '₦610,000.00', 'Car Title': 'BMW 325XI 2006', 'Condition': 'WBAVD13556KV06571', 'VIN': 'Used', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
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{'URL': 'previous_vehicle_details.php?refNo=851&itemType=Vehicle', 'Reference Number': 'NCS/PTML/OVT/04/2024/851', 'Price': '₦582,828.00', 'Car Title': 'VOLKSWAGEN GOLF 3 1996', 'Condition': 'WVWZZZ1HZTW438934', 'VIN': 'Used', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
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{'URL': 'previous_vehicle_details.php?refNo=896&itemType=Vehicle', 'Reference Number': 'NCS/TCIP/OVT/05/2024/896', 'Price': '₦490,000.00', 'Car Title': 'RANGE ROVER 46 SE 2001', 'Condition': 'SALPL164X1A451320', 'VIN': 'Used', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
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{'URL': 'previous_vehicle_details.php?refNo=1103&itemType=Vehicle', 'Reference Number': 'NCS/TCIP/OVT/07/2024/1103', 'Price': '₦620,000.00', 'Car Title': 'FORD  RANGER 1999', 'Condition': '1FTYR10C6XUA71280', 'VIN': 'Used', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
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{'URL': 'previous_vehicle_details.php?refNo=1125&itemType=Vehicle', 'Reference Number': 'NCS/TCIP/OVT/07/2024/1125', 'Price': '₦1,000,000.00', 'Car Title': 'TOYOTA  HIGHLANDER 2004', 'Condition': 'JTEG021A640090505', 'VIN': 'Used', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
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{'URL': 'previous_vehicle_details.php?refNo=1144&itemType=Vehicle', 'Reference Number': 'NCS/TCIP/OVT/08/2024/1144', 'Price': '₦500,000.00', 'Car Title': 'SUBARU  FORESTER 2004', 'Condition': '701858', 'VIN': 'Used', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
{'URL': 'previous_vehicle_details.php?refNo=1145&itemType=Vehicle', 'Reference Number': 'NCS/TCIP/OVT/08/2024/1145', 'Price': '₦904,000.00', 'Car Title': 'volkswagen JETTA 2007', 'Condition': 'M135037', 'VIN': 'Used', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
{'URL': 'previous_vehicle_details.php?refNo=1146&itemType=Vehicle', 'Reference Number': 'NCS/TCIP/OVT/08/2024/1146', 'Price': '₦680,000.00', 'Car Title': 'TOYOTA  TACOMA 2004', 'Condition': '331164', 'VIN': 'Used', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
{'URL': 'previous_vehicle_details.php?refNo=1147&itemType=Vehicle', 'Reference Number': 'NCS/TCIP/OVT/08/2024/1147', 'Price': '₦521,111.00', 'Car Title': 'CHEVROLET  TOWN&COUNTRY 2008', 'Condition': '774913', 'VIN': 'Used', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
{'URL': 'previous_vehicle_details.php?refNo=1148&itemType=Vehicle', 'Reference Number': 'NCS/TCIP/OVT/08/2024/1148', 'Price': '₦613,335.00', 'Car Title': 'ACURA  MDX 2002', 'Condition': 'H532435', 'VIN': 'Used', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
{'URL': 'previous_vehicle_details.php?refNo=1149&itemType=Vehicle', 'Reference Number': 'NCS/TCIP/OVT/08/2024/1149', 'Price': '₦580,000.00', 'Car Title': 'HONDA  ODYSSEY 2002', 'Condition': '516323', 'VIN': 'Used', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
{'URL': 'previous_vehicle_details.php?refNo=1150&itemType=Vehicle', 'Reference Number': 'NCS/TCIP/OVT/08/2024/1150', 'Price': '₦750,000.00', 'Car Title': 'FORD  EXPLORER 2006', 'Condition': 'A08625', 'VIN': 'Used', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
{'URL': 'previous_vehicle_details.php?refNo=1151&itemType=Vehicle', 'Reference Number': 'NCS/TCIP/OVT/08/2024/1151', 'Price': '₦1,199,064.00', 'Car Title': 'TOYOTA  MATRIX 2008', 'Condition': '697338', 'VIN': 'Used', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
{'URL': 'previous_vehicle_details.php?refNo=1152&itemType=Vehicle', 'Reference Number': 'NCS/TCIP/OVT/08/2024/1152', 'Price': '₦1,053,481.00', 'Car Title': 'TOYOTA  SIENNA 2006', 'Condition': '022773', 'VIN': 'Used', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
{'URL': 'previous_vehicle_details.php?refNo=1153&itemType=Vehicle', 'Reference Number': 'NCS/TCIP/OVT/08/2024/1153', 'Price': '₦500,000.00', 'Car Title': 'VOLVO  S40 2003', 'Condition': '2158033', 'VIN': 'Used', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
{'URL': 'previous_vehicle_details.php?refNo=1154&itemType=Vehicle', 'Reference Number': 'NCS/TCIP/OVT/08/2024/1154', 'Price': '₦530,000.00', 'Car Title': 'ACURA  TSX 2004', 'Condition': '014438', 'VIN': 'Used', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
{'URL': 'previous_vehicle_details.php?refNo=1155&itemType=Vehicle', 'Reference Number': 'NCS/TCIP/OVT/08/2024/1155', 'Price': '₦750,009.00', 'Car Title': 'SCION  TC 2008', 'Condition': '0255999', 'VIN': 'Used', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
{'URL': 'previous_vehicle_details.php?refNo=1156&itemType=Vehicle', 'Reference Number': 'NCS/TCIP/OVT/08/2024/1156', 'Price': '₦603,000.00', 'Car Title': 'FORD  EDGE 2007', 'Condition': 'BA51170', 'VIN': 'Used', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
{'URL': 'previous_vehicle_details.php?refNo=1157&itemType=Vehicle', 'Reference Number': 'NCS/TCIP/OVT/08/2024/1157', 'Price': '₦500,999.00', 'Car Title': 'TOYOTA  SIENNA 1999', 'Condition': '103695', 'VIN': 'Used', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
{'URL': 'previous_vehicle_details.php?refNo=1159&itemType=Vehicle', 'Reference Number': 'NCS/PTML/OVT/08/2024/1159', 'Price': '₦711,111.00', 'Car Title': 'TOYOTA  CAMRY 2003', 'Condition': '057276', 'VIN': 'Used', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
{'URL': 'previous_vehicle_details.php?refNo=1160&itemType=Vehicle', 'Reference Number': 'NCS/PTML/OVT/08/2024/1160', 'Price': '₦550,000.00', 'Car Title': 'OPEL  FRONTERA 1999', 'Condition': '614245', 'VIN': 'Used', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
{'URL': 'previous_vehicle_details.php?refNo=1161&itemType=Vehicle', 'Reference Number': 'NCS/PTML/OVT/08/2024/1161', 'Price': '₦1,200,000.00', 'Car Title': 'TOYOTA  COROLLA 2005', 'Condition': '536465', 'VIN': 'Used', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
{'URL': 'previous_vehicle_details.php?refNo=1162&itemType=Vehicle', 'Reference Number': 'NCS/TCIP/OVT/08/2024/1162', 'Price': '₦598,500.00', 'Car Title': 'LEXUS RX 300 2001', 'Condition': '0091551', 'VIN': 'Used', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
{'URL': 'previous_vehicle_details.php?refNo=1163&itemType=Vehicle', 'Reference Number': 'NCS/TCIP/OVT/08/2024/1163', 'Price': '₦650,888.00', 'Car Title': 'NISSAN  ALTIMA 2010', 'Condition': '437704', 'VIN': 'Used', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
{'URL': 'previous_vehicle_details.php?refNo=1164&itemType=Vehicle', 'Reference Number': 'NCS/TCIP/OVT/08/2024/1164', 'Price': '₦752,000.00', 'Car Title': 'TOYOTA  CAMRY 2001', 'Condition': '829091', 'VIN': 'Used', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
{'URL': 'previous_vehicle_details.php?refNo=1165&itemType=Vehicle', 'Reference Number': 'NCS/TCIP/OVT/08/2024/1165', 'Price': '₦678,999.00', 'Car Title': 'MERCEDES BENZ  ML 350 2004', 'Condition': '503680', 'VIN': 'Used', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
{'URL': 'previous_vehicle_details.php?refNo=1166&itemType=Vehicle', 'Reference Number': 'NCS/TCIP/OVT/08/2024/1166', 'Price': '₦755,000.00', 'Car Title': 'MERCEDES BENZ  C230  2003', 'Condition': 'F401100', 'VIN': 'Used', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
{'URL': 'previous_vehicle_details.php?refNo=1167&itemType=Vehicle', 'Reference Number': 'NCS/TCIP/OVT/08/2024/1167', 'Price': '₦570,999.00', 'Car Title': 'TOYOTA  SIENNA 2000', 'Condition': '069289', 'VIN': 'Used', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
{'URL': 'previous_vehicle_details.php?refNo=1168&itemType=Vehicle', 'Reference Number': 'NCS/TCIP/OVT/08/2024/1168', 'Price': '₦770,000.00', 'Car Title': 'PEUGEOT  407 SW  2002', 'Condition': '532157', 'VIN': 'Used', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
{'URL': 'previous_vehicle_details.php?refNo=1169&itemType=Vehicle', 'Reference Number': 'NCS/TCIP/OVT/08/2024/1169', 'Price': '₦1,388,000.00', 'Car Title': 'TOYOTA  COROLLA 2005', 'Condition': '518628', 'VIN': 'Used', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
{'URL': 'previous_vehicle_details.php?refNo=1171&itemType=Vehicle', 'Reference Number': 'NCS/TCIP/OVT/08/2024/1171', 'Price': '₦510,000.00', 'Car Title': 'CHEVROLET  VENTURE 2004', 'Condition': '180433', 'VIN': 'Used', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
{'URL': 'previous_vehicle_details.php?refNo=1172&itemType=Vehicle', 'Reference Number': 'NCS/TCIP/OVT/08/2024/1172', 'Price': '₦567,000.00', 'Car Title': 'KIA  SPORTAGE 2007', 'Condition': '374479', 'VIN': 'Used', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
{'URL': 'previous_vehicle_details.php?refNo=1173&itemType=Vehicle', 'Reference Number': 'NCS/TCIP/OVT/08/2024/1173', 'Price': '₦520,009.00', 'Car Title': 'LEXUS  ES 300 1998', 'Condition': '014139', 'VIN': 'Used', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
{'URL': 'previous_vehicle_details.php?refNo=1174&itemType=Vehicle', 'Reference Number': 'NCS/TCIP/OVT/08/2024/1174', 'Price': '₦1,631,000.00', 'Car Title': 'KIA  SORENTO 2007', 'Condition': '690372', 'VIN': 'Used', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
{'URL': 'previous_vehicle_details.php?refNo=1175&itemType=Vehicle', 'Reference Number': 'NCS/TCIP/OVT/08/2024/1175', 'Price': '₦963,101.00', 'Car Title': 'SCION  XA 2004', 'Condition': '054841', 'VIN': 'Used', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
{'URL': 'previous_vehicle_details.php?refNo=1176&itemType=Vehicle', 'Reference Number': 'NCS/TCIP/OVT/08/2024/1176', 'Price': '₦570,000.00', 'Car Title': 'TOYOTA  CAMRY 1999', 'Condition': '609098', 'VIN': 'Used', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
{'URL': 'previous_vehicle_details.php?refNo=1177&itemType=Vehicle', 'Reference Number': 'NCS/TCIP/OVT/08/2024/1177', 'Price': '₦700,000.00', 'Car Title': 'CHEVROLET  HHR  2009', 'Condition': '607875', 'VIN': 'Used', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
{'URL': 'previous_vehicle_details.php?refNo=1178&itemType=Vehicle', 'Reference Number': 'NCS/TCIP/OVT/08/2024/1178', 'Price': '₦648,000.00', 'Car Title': 'FORD  FREESTAR 2004', 'Condition': 'B29970', 'VIN': 'Used', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
{'URL': 'previous_vehicle_details.php?refNo=1179&itemType=Vehicle', 'Reference Number': 'NCS/TCIP/OVT/08/2024/1179', 'Price': '₦1,200,000.00', 'Car Title': 'TOYOTA  HIGHLANDER 2012', 'Condition': '5TDYK3EH5CS070513', 'VIN': 'Used', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
{'URL': 'previous_vehicle_details.php?refNo=1180&itemType=Vehicle', 'Reference Number': 'NCS/TCIP/OVT/08/2024/1180', 'Price': '₦1,626,898.00', 'Car Title': 'HONDA  CROSSTOUR 2014', 'Condition': '000016', 'VIN': 'Used', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
{'URL': 'previous_vehicle_details.php?refNo=1181&itemType=Vehicle', 'Reference Number': 'NCS/TCIP/OVT/08/2024/1181', 'Price': '₦533,333.00', 'Car Title': 'HYUNDAI  SANTA FE 2004', 'Condition': 'U572121', 'VIN': 'Used', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
{'URL': 'previous_vehicle_details.php?refNo=1182&itemType=Vehicle', 'Reference Number': 'NCS/TCIP/OVT/08/2024/1182', 'Price': '₦520,000.00', 'Car Title': 'TOYOTA CAMRY 1996', 'Condition': '824426', 'VIN': 'Used', 'Transmission': 'Automatic', 'Mileage': '0.00KM', 'Fuel Type': 'Petrol'}
In [36]:
# finally scraped all the data i needed
import pandas as pd

bidding = pd.DataFrame(scrapped_data)
print(bidding)

                                                    URL  \
0     previous_vehicle_details.php?refNo=1&itemType=...   
1     previous_vehicle_details.php?refNo=2&itemType=...   
2     previous_vehicle_details.php?refNo=3&itemType=...   
3     previous_vehicle_details.php?refNo=4&itemType=...   
4     previous_vehicle_details.php?refNo=5&itemType=...   
...                                                 ...   
1200  previous_vehicle_details.php?refNo=1178&itemTy...   
1201  previous_vehicle_details.php?refNo=1179&itemTy...   
1202  previous_vehicle_details.php?refNo=1180&itemTy...   
1203  previous_vehicle_details.php?refNo=1181&itemTy...   
1204  previous_vehicle_details.php?refNo=1182&itemTy...   

               Reference Number          Price  \
0          NCS/PTML/OVT/01/24/1    ₦892,000.00   
1          NCS/PTML/OVT/01/24/2    ₦500,000.00   
2          NCS/PTML/OVT/01/24/3    ₦420,000.00   
3          NCS/PTML/OVT/01/24/4    ₦800,000.00   
4          NCS/PTML/OVT/01/24/5    ₦715,000.00   
...                         ...            ...   
1200  NCS/TCIP/OVT/08/2024/1178    ₦648,000.00   
1201  NCS/TCIP/OVT/08/2024/1179  ₦1,200,000.00   
1202  NCS/TCIP/OVT/08/2024/1180  ₦1,626,898.00   
1203  NCS/TCIP/OVT/08/2024/1181    ₦533,333.00   
1204  NCS/TCIP/OVT/08/2024/1182    ₦520,000.00   

                                  Car Title          Condition   VIN  \
0     TOYOTA CAMRY HYBRID LE 4DR SEDAN 2006  4T1BE32K86U111063  Used   
1                             ACURA TL 2004  19UUA66214A013030  Used   
2       HONDA ACCORD EX 1.5T 4DR SEDAN 2004  1HGCM66554A098192  Used   
3           TOYOTA COROLLA L 4DR SEDAN 2007  2T1BR32E27C777272  Used   
4                          PEUGEOT 307 2008  VF33CNFUL84568049  Used   
...                                     ...                ...   ...   
1200                    FORD  FREESTAR 2004             B29970  Used   
1201                TOYOTA  HIGHLANDER 2012  5TDYK3EH5CS070513  Used   
1202                  HONDA  CROSSTOUR 2014             000016  Used   
1203                 HYUNDAI  SANTA FE 2004            U572121  Used   
1204                      TOYOTA CAMRY 1996             824426  Used   

     Transmission Mileage Fuel Type  
0       Automatic  0.00KM    Petrol  
1       Automatic  0.00KM    Petrol  
2       Automatic  0.00KM    Petrol  
3       Automatic  0.00KM    Petrol  
4       Automatic  0.00KM    Petrol  
...           ...     ...       ...  
1200    Automatic  0.00KM    Petrol  
1201    Automatic  0.00KM    Petrol  
1202    Automatic  0.00KM    Petrol  
1203    Automatic  0.00KM    Petrol  
1204    Automatic  0.00KM    Petrol  

[1205 rows x 9 columns]
In [38]:
from IPython.display import display

# Display the DataFrame as an HTML table in Jupyter
display(bidding)
URL Reference Number Price Car Title Condition VIN Transmission Mileage Fuel Type
0 previous_vehicle_details.php?refNo=1&itemType=... NCS/PTML/OVT/01/24/1 ₦892,000.00 TOYOTA CAMRY HYBRID LE 4DR SEDAN 2006 4T1BE32K86U111063 Used Automatic 0.00KM Petrol
1 previous_vehicle_details.php?refNo=2&itemType=... NCS/PTML/OVT/01/24/2 ₦500,000.00 ACURA TL 2004 19UUA66214A013030 Used Automatic 0.00KM Petrol
2 previous_vehicle_details.php?refNo=3&itemType=... NCS/PTML/OVT/01/24/3 ₦420,000.00 HONDA ACCORD EX 1.5T 4DR SEDAN 2004 1HGCM66554A098192 Used Automatic 0.00KM Petrol
3 previous_vehicle_details.php?refNo=4&itemType=... NCS/PTML/OVT/01/24/4 ₦800,000.00 TOYOTA COROLLA L 4DR SEDAN 2007 2T1BR32E27C777272 Used Automatic 0.00KM Petrol
4 previous_vehicle_details.php?refNo=5&itemType=... NCS/PTML/OVT/01/24/5 ₦715,000.00 PEUGEOT 307 2008 VF33CNFUL84568049 Used Automatic 0.00KM Petrol
... ... ... ... ... ... ... ... ... ...
1200 previous_vehicle_details.php?refNo=1178&itemTy... NCS/TCIP/OVT/08/2024/1178 ₦648,000.00 FORD FREESTAR 2004 B29970 Used Automatic 0.00KM Petrol
1201 previous_vehicle_details.php?refNo=1179&itemTy... NCS/TCIP/OVT/08/2024/1179 ₦1,200,000.00 TOYOTA HIGHLANDER 2012 5TDYK3EH5CS070513 Used Automatic 0.00KM Petrol
1202 previous_vehicle_details.php?refNo=1180&itemTy... NCS/TCIP/OVT/08/2024/1180 ₦1,626,898.00 HONDA CROSSTOUR 2014 000016 Used Automatic 0.00KM Petrol
1203 previous_vehicle_details.php?refNo=1181&itemTy... NCS/TCIP/OVT/08/2024/1181 ₦533,333.00 HYUNDAI SANTA FE 2004 U572121 Used Automatic 0.00KM Petrol
1204 previous_vehicle_details.php?refNo=1182&itemTy... NCS/TCIP/OVT/08/2024/1182 ₦520,000.00 TOYOTA CAMRY 1996 824426 Used Automatic 0.00KM Petrol

1205 rows × 9 columns

In [44]:
# save your result as CSV file
bidding.to_csv('C:\\Users\HP\Desktop\Phyton for everybody with Dr Chuck\\Scrapped_Data\Scrapped_bidding_data.csv')
print('Table saved as "Scrapped_bidding_data"')

Table saved as "Scrapped_bidding_data"
In [36]:
# View my data in a dataframe
import pandas as pd
import numpy as np

auction_results = pd.read_csv('C:\\Users\\HP\\Desktop\\Phyton for everybody with Dr Chuck\\Scrapped_Data\\Unclean_Raw_Scrapped_bidding_data.csv')
auction_results
Out[36]:
Unnamed: 0 URL Reference Number Price Car Title Condition VIN Transmission Mileage Fuel Type
0 0 previous_vehicle_details.php?refNo=1&itemType=... NCS/PTML/OVT/01/24/1 ₦892,000.00 TOYOTA CAMRY HYBRID LE 4DR SEDAN 2006 4T1BE32K86U111063 Used Automatic 0.00KM Petrol
1 1 previous_vehicle_details.php?refNo=2&itemType=... NCS/PTML/OVT/01/24/2 ₦500,000.00 ACURA TL 2004 19UUA66214A013030 Used Automatic 0.00KM Petrol
2 2 previous_vehicle_details.php?refNo=3&itemType=... NCS/PTML/OVT/01/24/3 ₦420,000.00 HONDA ACCORD EX 1.5T 4DR SEDAN 2004 1HGCM66554A098192 Used Automatic 0.00KM Petrol
3 3 previous_vehicle_details.php?refNo=4&itemType=... NCS/PTML/OVT/01/24/4 ₦800,000.00 TOYOTA COROLLA L 4DR SEDAN 2007 2T1BR32E27C777272 Used Automatic 0.00KM Petrol
4 4 previous_vehicle_details.php?refNo=5&itemType=... NCS/PTML/OVT/01/24/5 ₦715,000.00 PEUGEOT 307 2008 VF33CNFUL84568049 Used Automatic 0.00KM Petrol
... ... ... ... ... ... ... ... ... ... ...
1200 1200 previous_vehicle_details.php?refNo=1178&itemTy... NCS/TCIP/OVT/08/2024/1178 ₦648,000.00 FORD FREESTAR 2004 B29970 Used Automatic 0.00KM Petrol
1201 1201 previous_vehicle_details.php?refNo=1179&itemTy... NCS/TCIP/OVT/08/2024/1179 ₦1,200,000.00 TOYOTA HIGHLANDER 2012 5TDYK3EH5CS070513 Used Automatic 0.00KM Petrol
1202 1202 previous_vehicle_details.php?refNo=1180&itemTy... NCS/TCIP/OVT/08/2024/1180 ₦1,626,898.00 HONDA CROSSTOUR 2014 000016 Used Automatic 0.00KM Petrol
1203 1203 previous_vehicle_details.php?refNo=1181&itemTy... NCS/TCIP/OVT/08/2024/1181 ₦533,333.00 HYUNDAI SANTA FE 2004 U572121 Used Automatic 0.00KM Petrol
1204 1204 previous_vehicle_details.php?refNo=1182&itemTy... NCS/TCIP/OVT/08/2024/1182 ₦520,000.00 TOYOTA CAMRY 1996 824426 Used Automatic 0.00KM Petrol

1205 rows × 10 columns

DATA CLEANING WITH PANDAS AND NUMPY¶

In [37]:
# I cleaned the first row called URL by extracting only bidding items which were either a vehicle or a container
auction_results['URL']
Out[37]:
0       previous_vehicle_details.php?refNo=1&itemType=...
1       previous_vehicle_details.php?refNo=2&itemType=...
2       previous_vehicle_details.php?refNo=3&itemType=...
3       previous_vehicle_details.php?refNo=4&itemType=...
4       previous_vehicle_details.php?refNo=5&itemType=...
                              ...                        
1200    previous_vehicle_details.php?refNo=1178&itemTy...
1201    previous_vehicle_details.php?refNo=1179&itemTy...
1202    previous_vehicle_details.php?refNo=1180&itemTy...
1203    previous_vehicle_details.php?refNo=1181&itemTy...
1204    previous_vehicle_details.php?refNo=1182&itemTy...
Name: URL, Length: 1205, dtype: object
In [38]:
auction_results['URL'].to_frame()
Out[38]:
URL
0 previous_vehicle_details.php?refNo=1&itemType=...
1 previous_vehicle_details.php?refNo=2&itemType=...
2 previous_vehicle_details.php?refNo=3&itemType=...
3 previous_vehicle_details.php?refNo=4&itemType=...
4 previous_vehicle_details.php?refNo=5&itemType=...
... ...
1200 previous_vehicle_details.php?refNo=1178&itemTy...
1201 previous_vehicle_details.php?refNo=1179&itemTy...
1202 previous_vehicle_details.php?refNo=1180&itemTy...
1203 previous_vehicle_details.php?refNo=1181&itemTy...
1204 previous_vehicle_details.php?refNo=1182&itemTy...

1205 rows × 1 columns

In [4]:
#split all the rows in the URL column to extract the text we want which in this case is the last text
auction_results['URL'] = auction_results['URL'].apply(lambda a: a.split('=')[-1])

print(auction_results)

      Unnamed: 0      URL           Reference Number          Price  \
0              0  Vehicle       NCS/PTML/OVT/01/24/1    ₦892,000.00   
1              1  Vehicle       NCS/PTML/OVT/01/24/2    ₦500,000.00   
2              2  Vehicle       NCS/PTML/OVT/01/24/3    ₦420,000.00   
3              3  Vehicle       NCS/PTML/OVT/01/24/4    ₦800,000.00   
4              4  Vehicle       NCS/PTML/OVT/01/24/5    ₦715,000.00   
...          ...      ...                        ...            ...   
1200        1200  Vehicle  NCS/TCIP/OVT/08/2024/1178    ₦648,000.00   
1201        1201  Vehicle  NCS/TCIP/OVT/08/2024/1179  ₦1,200,000.00   
1202        1202  Vehicle  NCS/TCIP/OVT/08/2024/1180  ₦1,626,898.00   
1203        1203  Vehicle  NCS/TCIP/OVT/08/2024/1181    ₦533,333.00   
1204        1204  Vehicle  NCS/TCIP/OVT/08/2024/1182    ₦520,000.00   

                                  Car Title          Condition   VIN  \
0     TOYOTA CAMRY HYBRID LE 4DR SEDAN 2006  4T1BE32K86U111063  Used   
1                             ACURA TL 2004  19UUA66214A013030  Used   
2       HONDA ACCORD EX 1.5T 4DR SEDAN 2004  1HGCM66554A098192  Used   
3           TOYOTA COROLLA L 4DR SEDAN 2007  2T1BR32E27C777272  Used   
4                          PEUGEOT 307 2008  VF33CNFUL84568049  Used   
...                                     ...                ...   ...   
1200                    FORD  FREESTAR 2004             B29970  Used   
1201                TOYOTA  HIGHLANDER 2012  5TDYK3EH5CS070513  Used   
1202                  HONDA  CROSSTOUR 2014             000016  Used   
1203                 HYUNDAI  SANTA FE 2004            U572121  Used   
1204                      TOYOTA CAMRY 1996             824426  Used   

     Transmission Mileage Fuel Type  
0       Automatic  0.00KM    Petrol  
1       Automatic  0.00KM    Petrol  
2       Automatic  0.00KM    Petrol  
3       Automatic  0.00KM    Petrol  
4       Automatic  0.00KM    Petrol  
...           ...     ...       ...  
1200    Automatic  0.00KM    Petrol  
1201    Automatic  0.00KM    Petrol  
1202    Automatic  0.00KM    Petrol  
1203    Automatic  0.00KM    Petrol  
1204    Automatic  0.00KM    Petrol  

[1205 rows x 10 columns]
In [5]:
auction_results['URL'] = 'Vehicle'

auction_results['URL'].to_frame()
Out[5]:
URL
0 Vehicle
1 Vehicle
2 Vehicle
3 Vehicle
4 Vehicle
... ...
1200 Vehicle
1201 Vehicle
1202 Vehicle
1203 Vehicle
1204 Vehicle

1205 rows × 1 columns

In [39]:
auction_results['URL'] = 'Container'
auction_results['URL'].to_frame()
Out[39]:
URL
0 Container
1 Container
2 Container
3 Container
4 Container
... ...
1200 Container
1201 Container
1202 Container
1203 Container
1204 Container

1205 rows × 1 columns

In [7]:
import pandas as pd

auction_results = pd.read_csv('C:\\Users\\HP\\Desktop\\Phyton for everybody with Dr Chuck\\Scrapped_Data\\Unclean_Raw_Scrapped_bidding_data.csv')
auction_results['URL'] = auction_results['URL'].apply(lambda a: a.split('=')[-1])
auction_results

print(auction_results)

      Unnamed: 0      URL           Reference Number          Price  \
0              0  Vehicle       NCS/PTML/OVT/01/24/1    ₦892,000.00   
1              1  Vehicle       NCS/PTML/OVT/01/24/2    ₦500,000.00   
2              2  Vehicle       NCS/PTML/OVT/01/24/3    ₦420,000.00   
3              3  Vehicle       NCS/PTML/OVT/01/24/4    ₦800,000.00   
4              4  Vehicle       NCS/PTML/OVT/01/24/5    ₦715,000.00   
...          ...      ...                        ...            ...   
1200        1200  Vehicle  NCS/TCIP/OVT/08/2024/1178    ₦648,000.00   
1201        1201  Vehicle  NCS/TCIP/OVT/08/2024/1179  ₦1,200,000.00   
1202        1202  Vehicle  NCS/TCIP/OVT/08/2024/1180  ₦1,626,898.00   
1203        1203  Vehicle  NCS/TCIP/OVT/08/2024/1181    ₦533,333.00   
1204        1204  Vehicle  NCS/TCIP/OVT/08/2024/1182    ₦520,000.00   

                                  Car Title          Condition   VIN  \
0     TOYOTA CAMRY HYBRID LE 4DR SEDAN 2006  4T1BE32K86U111063  Used   
1                             ACURA TL 2004  19UUA66214A013030  Used   
2       HONDA ACCORD EX 1.5T 4DR SEDAN 2004  1HGCM66554A098192  Used   
3           TOYOTA COROLLA L 4DR SEDAN 2007  2T1BR32E27C777272  Used   
4                          PEUGEOT 307 2008  VF33CNFUL84568049  Used   
...                                     ...                ...   ...   
1200                    FORD  FREESTAR 2004             B29970  Used   
1201                TOYOTA  HIGHLANDER 2012  5TDYK3EH5CS070513  Used   
1202                  HONDA  CROSSTOUR 2014             000016  Used   
1203                 HYUNDAI  SANTA FE 2004            U572121  Used   
1204                      TOYOTA CAMRY 1996             824426  Used   

     Transmission Mileage Fuel Type  
0       Automatic  0.00KM    Petrol  
1       Automatic  0.00KM    Petrol  
2       Automatic  0.00KM    Petrol  
3       Automatic  0.00KM    Petrol  
4       Automatic  0.00KM    Petrol  
...           ...     ...       ...  
1200    Automatic  0.00KM    Petrol  
1201    Automatic  0.00KM    Petrol  
1202    Automatic  0.00KM    Petrol  
1203    Automatic  0.00KM    Petrol  
1204    Automatic  0.00KM    Petrol  

[1205 rows x 10 columns]
In [40]:
from IPython.display import display
import pandas as pd

auction_results = pd.read_csv('C:\\Users\\HP\\Desktop\\Phyton for everybody with Dr Chuck\\Scrapped_Data\\Unclean_Raw_Scrapped_bidding_data.csv')
auction_results['URL'] = auction_results['URL'].apply(lambda a: a.split('=')[-1])

display(auction_results)
Unnamed: 0 URL Reference Number Price Car Title Condition VIN Transmission Mileage Fuel Type
0 0 Vehicle NCS/PTML/OVT/01/24/1 ₦892,000.00 TOYOTA CAMRY HYBRID LE 4DR SEDAN 2006 4T1BE32K86U111063 Used Automatic 0.00KM Petrol
1 1 Vehicle NCS/PTML/OVT/01/24/2 ₦500,000.00 ACURA TL 2004 19UUA66214A013030 Used Automatic 0.00KM Petrol
2 2 Vehicle NCS/PTML/OVT/01/24/3 ₦420,000.00 HONDA ACCORD EX 1.5T 4DR SEDAN 2004 1HGCM66554A098192 Used Automatic 0.00KM Petrol
3 3 Vehicle NCS/PTML/OVT/01/24/4 ₦800,000.00 TOYOTA COROLLA L 4DR SEDAN 2007 2T1BR32E27C777272 Used Automatic 0.00KM Petrol
4 4 Vehicle NCS/PTML/OVT/01/24/5 ₦715,000.00 PEUGEOT 307 2008 VF33CNFUL84568049 Used Automatic 0.00KM Petrol
... ... ... ... ... ... ... ... ... ... ...
1200 1200 Vehicle NCS/TCIP/OVT/08/2024/1178 ₦648,000.00 FORD FREESTAR 2004 B29970 Used Automatic 0.00KM Petrol
1201 1201 Vehicle NCS/TCIP/OVT/08/2024/1179 ₦1,200,000.00 TOYOTA HIGHLANDER 2012 5TDYK3EH5CS070513 Used Automatic 0.00KM Petrol
1202 1202 Vehicle NCS/TCIP/OVT/08/2024/1180 ₦1,626,898.00 HONDA CROSSTOUR 2014 000016 Used Automatic 0.00KM Petrol
1203 1203 Vehicle NCS/TCIP/OVT/08/2024/1181 ₦533,333.00 HYUNDAI SANTA FE 2004 U572121 Used Automatic 0.00KM Petrol
1204 1204 Vehicle NCS/TCIP/OVT/08/2024/1182 ₦520,000.00 TOYOTA CAMRY 1996 824426 Used Automatic 0.00KM Petrol

1205 rows × 10 columns

In [41]:
# Changing the Condition column values whose name will be changed in the future
# it is vital to know that the Condition column is supposed to be the TIN and vice versa
# Give the values in Condition Column some meaning

auction_results['Condition'].replace({'Nigeria': 'Cont23456'}, inplace=True)

auction_results
Out[41]:
Unnamed: 0 URL Reference Number Price Car Title Condition VIN Transmission Mileage Fuel Type
0 0 Vehicle NCS/PTML/OVT/01/24/1 ₦892,000.00 TOYOTA CAMRY HYBRID LE 4DR SEDAN 2006 4T1BE32K86U111063 Used Automatic 0.00KM Petrol
1 1 Vehicle NCS/PTML/OVT/01/24/2 ₦500,000.00 ACURA TL 2004 19UUA66214A013030 Used Automatic 0.00KM Petrol
2 2 Vehicle NCS/PTML/OVT/01/24/3 ₦420,000.00 HONDA ACCORD EX 1.5T 4DR SEDAN 2004 1HGCM66554A098192 Used Automatic 0.00KM Petrol
3 3 Vehicle NCS/PTML/OVT/01/24/4 ₦800,000.00 TOYOTA COROLLA L 4DR SEDAN 2007 2T1BR32E27C777272 Used Automatic 0.00KM Petrol
4 4 Vehicle NCS/PTML/OVT/01/24/5 ₦715,000.00 PEUGEOT 307 2008 VF33CNFUL84568049 Used Automatic 0.00KM Petrol
... ... ... ... ... ... ... ... ... ... ...
1200 1200 Vehicle NCS/TCIP/OVT/08/2024/1178 ₦648,000.00 FORD FREESTAR 2004 B29970 Used Automatic 0.00KM Petrol
1201 1201 Vehicle NCS/TCIP/OVT/08/2024/1179 ₦1,200,000.00 TOYOTA HIGHLANDER 2012 5TDYK3EH5CS070513 Used Automatic 0.00KM Petrol
1202 1202 Vehicle NCS/TCIP/OVT/08/2024/1180 ₦1,626,898.00 HONDA CROSSTOUR 2014 000016 Used Automatic 0.00KM Petrol
1203 1203 Vehicle NCS/TCIP/OVT/08/2024/1181 ₦533,333.00 HYUNDAI SANTA FE 2004 U572121 Used Automatic 0.00KM Petrol
1204 1204 Vehicle NCS/TCIP/OVT/08/2024/1182 ₦520,000.00 TOYOTA CAMRY 1996 824426 Used Automatic 0.00KM Petrol

1205 rows × 10 columns

In [42]:
auction_results['Condition'] = 'Cont23456'

auction_results['Condition'].to_frame()
Out[42]:
Condition
0 Cont23456
1 Cont23456
2 Cont23456
3 Cont23456
4 Cont23456
... ...
1200 Cont23456
1201 Cont23456
1202 Cont23456
1203 Cont23456
1204 Cont23456

1205 rows × 1 columns

In [43]:
# Changing the TIN column values whose name will be changed in the future
# it is vital to know that the TIN column is supposed to be the condition and vice versa

auction_results['VIN'].replace({'Used': 'Used_Vehicle', 'Accidented': 'Used_Vehicle', '0KG': 'Used_Items_In_Container', 
                                  '1,020KG': 'Used_items_In_Container', '19,958KG': 'Used_Items_In_Container'}, inplace=True)

auction_results
Out[43]:
Unnamed: 0 URL Reference Number Price Car Title Condition VIN Transmission Mileage Fuel Type
0 0 Vehicle NCS/PTML/OVT/01/24/1 ₦892,000.00 TOYOTA CAMRY HYBRID LE 4DR SEDAN 2006 Cont23456 Used_Vehicle Automatic 0.00KM Petrol
1 1 Vehicle NCS/PTML/OVT/01/24/2 ₦500,000.00 ACURA TL 2004 Cont23456 Used_Vehicle Automatic 0.00KM Petrol
2 2 Vehicle NCS/PTML/OVT/01/24/3 ₦420,000.00 HONDA ACCORD EX 1.5T 4DR SEDAN 2004 Cont23456 Used_Vehicle Automatic 0.00KM Petrol
3 3 Vehicle NCS/PTML/OVT/01/24/4 ₦800,000.00 TOYOTA COROLLA L 4DR SEDAN 2007 Cont23456 Used_Vehicle Automatic 0.00KM Petrol
4 4 Vehicle NCS/PTML/OVT/01/24/5 ₦715,000.00 PEUGEOT 307 2008 Cont23456 Used_Vehicle Automatic 0.00KM Petrol
... ... ... ... ... ... ... ... ... ... ...
1200 1200 Vehicle NCS/TCIP/OVT/08/2024/1178 ₦648,000.00 FORD FREESTAR 2004 Cont23456 Used_Vehicle Automatic 0.00KM Petrol
1201 1201 Vehicle NCS/TCIP/OVT/08/2024/1179 ₦1,200,000.00 TOYOTA HIGHLANDER 2012 Cont23456 Used_Vehicle Automatic 0.00KM Petrol
1202 1202 Vehicle NCS/TCIP/OVT/08/2024/1180 ₦1,626,898.00 HONDA CROSSTOUR 2014 Cont23456 Used_Vehicle Automatic 0.00KM Petrol
1203 1203 Vehicle NCS/TCIP/OVT/08/2024/1181 ₦533,333.00 HYUNDAI SANTA FE 2004 Cont23456 Used_Vehicle Automatic 0.00KM Petrol
1204 1204 Vehicle NCS/TCIP/OVT/08/2024/1182 ₦520,000.00 TOYOTA CAMRY 1996 Cont23456 Used_Vehicle Automatic 0.00KM Petrol

1205 rows × 10 columns

In [44]:
auction_results['VIN'].to_frame()
Out[44]:
VIN
0 Used_Vehicle
1 Used_Vehicle
2 Used_Vehicle
3 Used_Vehicle
4 Used_Vehicle
... ...
1200 Used_Vehicle
1201 Used_Vehicle
1202 Used_Vehicle
1203 Used_Vehicle
1204 Used_Vehicle

1205 rows × 1 columns

In [45]:
auction_results['VIN'] = 'Used_Items_In_Container'

auction_results['VIN'].to_frame()
Out[45]:
VIN
0 Used_Items_In_Container
1 Used_Items_In_Container
2 Used_Items_In_Container
3 Used_Items_In_Container
4 Used_Items_In_Container
... ...
1200 Used_Items_In_Container
1201 Used_Items_In_Container
1202 Used_Items_In_Container
1203 Used_Items_In_Container
1204 Used_Items_In_Container

1205 rows × 1 columns

In [46]:
# checking for isna values in the transmission column
auction_results['Transmission'].isna().values.any()
Out[46]:
True
In [47]:
auction_results.loc[auction_results['Transmission'].isna()]
Out[47]:
Unnamed: 0 URL Reference Number Price Car Title Condition VIN Transmission Mileage Fuel Type
253 253 Container NCS/TCIP/OVT/03/2024/1 ₦25,000,000.00 DFSU6276690 Cont23456 Used_Items_In_Container NaN NaN NaN
254 254 Container NCS/TCIP/OVT/03/2024/2 ₦19,000,500.00 CSNU6062890 Cont23456 Used_Items_In_Container NaN NaN NaN
255 255 Container NCS/TCIP/OVT/03/2024/3 ₦9,000,000.00 CBHU8708359 Cont23456 Used_Items_In_Container NaN NaN NaN
256 256 Container NCS/TCIP/OVT/03/2024/4 ₦8,700,000.00 CSNU6999438 Cont23456 Used_Items_In_Container NaN NaN NaN
257 257 Container NCS/TCIP/OVT/03/2024/5 ₦29,000,000.00 CBHU7069227 Cont23456 Used_Items_In_Container NaN NaN NaN
... ... ... ... ... ... ... ... ... ... ...
710 710 Container NCS/PTML/OVT/03/2024/109 ₦1,999,766.00 CSNU6979220 Cont23456 Used_Items_In_Container NaN NaN NaN
711 711 Container NCS/PTML/OVT/03/2024/110 ₦1,700,000.00 PCIU0169958 Cont23456 Used_Items_In_Container NaN NaN NaN
712 712 Container NCS/PTML/OVT/03/2024/111 ₦4,511,100.00 ACLU9779415 Cont23456 Used_Items_In_Container NaN NaN NaN
713 713 Container NCS/PTML/OVT/03/2024/112 ₦3,677,777.00 GCNU1220147 Cont23456 Used_Items_In_Container NaN NaN NaN
714 714 Container NCS/PTML/OVT/03/2024/113 ₦4,500,000.00 ACLU9699006 Cont23456 Used_Items_In_Container NaN NaN NaN

81 rows × 10 columns

In [50]:
# Give the values in the Transmission Column some meaning
auction_results['Transmission'].replace({'AUTOMATIC': 'Automatic_Vehicle', 'Automatic': 'Automatic_Vehicle', 
                                         'Manual': 'Manual_Vehicle'}, inplace=True)

auction_results
Out[50]:
Unnamed: 0 URL Reference Number Price Car Title Condition VIN Transmission Mileage Fuel Type
0 0 Vehicle NCS/PTML/OVT/01/24/1 ₦892,000.00 TOYOTA CAMRY HYBRID LE 4DR SEDAN 2006 Cont23456 Used_Items_In_Container Automatic_Vehicle 0.00KM Petrol
1 1 Vehicle NCS/PTML/OVT/01/24/2 ₦500,000.00 ACURA TL 2004 Cont23456 Used_Items_In_Container Automatic_Vehicle 0.00KM Petrol
2 2 Vehicle NCS/PTML/OVT/01/24/3 ₦420,000.00 HONDA ACCORD EX 1.5T 4DR SEDAN 2004 Cont23456 Used_Items_In_Container Automatic_Vehicle 0.00KM Petrol
3 3 Vehicle NCS/PTML/OVT/01/24/4 ₦800,000.00 TOYOTA COROLLA L 4DR SEDAN 2007 Cont23456 Used_Items_In_Container Automatic_Vehicle 0.00KM Petrol
4 4 Vehicle NCS/PTML/OVT/01/24/5 ₦715,000.00 PEUGEOT 307 2008 Cont23456 Used_Items_In_Container Automatic_Vehicle 0.00KM Petrol
... ... ... ... ... ... ... ... ... ... ...
1200 1200 Vehicle NCS/TCIP/OVT/08/2024/1178 ₦648,000.00 FORD FREESTAR 2004 Cont23456 Used_Items_In_Container Automatic_Vehicle 0.00KM Petrol
1201 1201 Vehicle NCS/TCIP/OVT/08/2024/1179 ₦1,200,000.00 TOYOTA HIGHLANDER 2012 Cont23456 Used_Items_In_Container Automatic_Vehicle 0.00KM Petrol
1202 1202 Vehicle NCS/TCIP/OVT/08/2024/1180 ₦1,626,898.00 HONDA CROSSTOUR 2014 Cont23456 Used_Items_In_Container Automatic_Vehicle 0.00KM Petrol
1203 1203 Vehicle NCS/TCIP/OVT/08/2024/1181 ₦533,333.00 HYUNDAI SANTA FE 2004 Cont23456 Used_Items_In_Container Automatic_Vehicle 0.00KM Petrol
1204 1204 Vehicle NCS/TCIP/OVT/08/2024/1182 ₦520,000.00 TOYOTA CAMRY 1996 Cont23456 Used_Items_In_Container Automatic_Vehicle 0.00KM Petrol

1205 rows × 10 columns

In [51]:
# Replacing NaN values
auction_results['Transmission'] = auction_results['Transmission'].fillna('Container_Like').replace('NaN', 'Container_Like')

auction_results
Out[51]:
Unnamed: 0 URL Reference Number Price Car Title Condition VIN Transmission Mileage Fuel Type
0 0 Vehicle NCS/PTML/OVT/01/24/1 ₦892,000.00 TOYOTA CAMRY HYBRID LE 4DR SEDAN 2006 Cont23456 Used_Items_In_Container Automatic_Vehicle 0.00KM Petrol
1 1 Vehicle NCS/PTML/OVT/01/24/2 ₦500,000.00 ACURA TL 2004 Cont23456 Used_Items_In_Container Automatic_Vehicle 0.00KM Petrol
2 2 Vehicle NCS/PTML/OVT/01/24/3 ₦420,000.00 HONDA ACCORD EX 1.5T 4DR SEDAN 2004 Cont23456 Used_Items_In_Container Automatic_Vehicle 0.00KM Petrol
3 3 Vehicle NCS/PTML/OVT/01/24/4 ₦800,000.00 TOYOTA COROLLA L 4DR SEDAN 2007 Cont23456 Used_Items_In_Container Automatic_Vehicle 0.00KM Petrol
4 4 Vehicle NCS/PTML/OVT/01/24/5 ₦715,000.00 PEUGEOT 307 2008 Cont23456 Used_Items_In_Container Automatic_Vehicle 0.00KM Petrol
... ... ... ... ... ... ... ... ... ... ...
1200 1200 Vehicle NCS/TCIP/OVT/08/2024/1178 ₦648,000.00 FORD FREESTAR 2004 Cont23456 Used_Items_In_Container Automatic_Vehicle 0.00KM Petrol
1201 1201 Vehicle NCS/TCIP/OVT/08/2024/1179 ₦1,200,000.00 TOYOTA HIGHLANDER 2012 Cont23456 Used_Items_In_Container Automatic_Vehicle 0.00KM Petrol
1202 1202 Vehicle NCS/TCIP/OVT/08/2024/1180 ₦1,626,898.00 HONDA CROSSTOUR 2014 Cont23456 Used_Items_In_Container Automatic_Vehicle 0.00KM Petrol
1203 1203 Vehicle NCS/TCIP/OVT/08/2024/1181 ₦533,333.00 HYUNDAI SANTA FE 2004 Cont23456 Used_Items_In_Container Automatic_Vehicle 0.00KM Petrol
1204 1204 Vehicle NCS/TCIP/OVT/08/2024/1182 ₦520,000.00 TOYOTA CAMRY 1996 Cont23456 Used_Items_In_Container Automatic_Vehicle 0.00KM Petrol

1205 rows × 10 columns

In [53]:
auction_results.loc[auction_results['Transmission'].isna()]
Out[53]:
Unnamed: 0 URL Reference Number Price Car Title Condition VIN Transmission Mileage Fuel Type
In [54]:
auction_results['Transmission'].to_frame()
Out[54]:
Transmission
0 Automatic_Vehicle
1 Automatic_Vehicle
2 Automatic_Vehicle
3 Automatic_Vehicle
4 Automatic_Vehicle
... ...
1200 Automatic_Vehicle
1201 Automatic_Vehicle
1202 Automatic_Vehicle
1203 Automatic_Vehicle
1204 Automatic_Vehicle

1205 rows × 1 columns

In [55]:
auction_results['Transmission'] = 'Manual_Vehicle'

auction_results['Transmission'].to_frame()
Out[55]:
Transmission
0 Manual_Vehicle
1 Manual_Vehicle
2 Manual_Vehicle
3 Manual_Vehicle
4 Manual_Vehicle
... ...
1200 Manual_Vehicle
1201 Manual_Vehicle
1202 Manual_Vehicle
1203 Manual_Vehicle
1204 Manual_Vehicle

1205 rows × 1 columns

In [56]:
auction_results['Transmission'] = 'Container_Like'

auction_results['Transmission'].to_frame()
Out[56]:
Transmission
0 Container_Like
1 Container_Like
2 Container_Like
3 Container_Like
4 Container_Like
... ...
1200 Container_Like
1201 Container_Like
1202 Container_Like
1203 Container_Like
1204 Container_Like

1205 rows × 1 columns

In [57]:
# checking for isna values in the mileage column
auction_results['Mileage'].isna().values.any()
Out[57]:
True
In [58]:
auction_results.loc[auction_results['Mileage'].isna()]
Out[58]:
Unnamed: 0 URL Reference Number Price Car Title Condition VIN Transmission Mileage Fuel Type
253 253 Container NCS/TCIP/OVT/03/2024/1 ₦25,000,000.00 DFSU6276690 Cont23456 Used_Items_In_Container Container_Like NaN NaN
254 254 Container NCS/TCIP/OVT/03/2024/2 ₦19,000,500.00 CSNU6062890 Cont23456 Used_Items_In_Container Container_Like NaN NaN
255 255 Container NCS/TCIP/OVT/03/2024/3 ₦9,000,000.00 CBHU8708359 Cont23456 Used_Items_In_Container Container_Like NaN NaN
256 256 Container NCS/TCIP/OVT/03/2024/4 ₦8,700,000.00 CSNU6999438 Cont23456 Used_Items_In_Container Container_Like NaN NaN
257 257 Container NCS/TCIP/OVT/03/2024/5 ₦29,000,000.00 CBHU7069227 Cont23456 Used_Items_In_Container Container_Like NaN NaN
... ... ... ... ... ... ... ... ... ... ...
710 710 Container NCS/PTML/OVT/03/2024/109 ₦1,999,766.00 CSNU6979220 Cont23456 Used_Items_In_Container Container_Like NaN NaN
711 711 Container NCS/PTML/OVT/03/2024/110 ₦1,700,000.00 PCIU0169958 Cont23456 Used_Items_In_Container Container_Like NaN NaN
712 712 Container NCS/PTML/OVT/03/2024/111 ₦4,511,100.00 ACLU9779415 Cont23456 Used_Items_In_Container Container_Like NaN NaN
713 713 Container NCS/PTML/OVT/03/2024/112 ₦3,677,777.00 GCNU1220147 Cont23456 Used_Items_In_Container Container_Like NaN NaN
714 714 Container NCS/PTML/OVT/03/2024/113 ₦4,500,000.00 ACLU9699006 Cont23456 Used_Items_In_Container Container_Like NaN NaN

81 rows × 10 columns

In [59]:
# Give the values in the Mileage Column some meaning

auction_results['Mileage'].replace({'0.00KM': 'Kilometers'}, inplace=True)

auction_results
Out[59]:
Unnamed: 0 URL Reference Number Price Car Title Condition VIN Transmission Mileage Fuel Type
0 0 Vehicle NCS/PTML/OVT/01/24/1 ₦892,000.00 TOYOTA CAMRY HYBRID LE 4DR SEDAN 2006 Cont23456 Used_Items_In_Container Container_Like Kilometers Petrol
1 1 Vehicle NCS/PTML/OVT/01/24/2 ₦500,000.00 ACURA TL 2004 Cont23456 Used_Items_In_Container Container_Like Kilometers Petrol
2 2 Vehicle NCS/PTML/OVT/01/24/3 ₦420,000.00 HONDA ACCORD EX 1.5T 4DR SEDAN 2004 Cont23456 Used_Items_In_Container Container_Like Kilometers Petrol
3 3 Vehicle NCS/PTML/OVT/01/24/4 ₦800,000.00 TOYOTA COROLLA L 4DR SEDAN 2007 Cont23456 Used_Items_In_Container Container_Like Kilometers Petrol
4 4 Vehicle NCS/PTML/OVT/01/24/5 ₦715,000.00 PEUGEOT 307 2008 Cont23456 Used_Items_In_Container Container_Like Kilometers Petrol
... ... ... ... ... ... ... ... ... ... ...
1200 1200 Vehicle NCS/TCIP/OVT/08/2024/1178 ₦648,000.00 FORD FREESTAR 2004 Cont23456 Used_Items_In_Container Container_Like Kilometers Petrol
1201 1201 Vehicle NCS/TCIP/OVT/08/2024/1179 ₦1,200,000.00 TOYOTA HIGHLANDER 2012 Cont23456 Used_Items_In_Container Container_Like Kilometers Petrol
1202 1202 Vehicle NCS/TCIP/OVT/08/2024/1180 ₦1,626,898.00 HONDA CROSSTOUR 2014 Cont23456 Used_Items_In_Container Container_Like Kilometers Petrol
1203 1203 Vehicle NCS/TCIP/OVT/08/2024/1181 ₦533,333.00 HYUNDAI SANTA FE 2004 Cont23456 Used_Items_In_Container Container_Like Kilometers Petrol
1204 1204 Vehicle NCS/TCIP/OVT/08/2024/1182 ₦520,000.00 TOYOTA CAMRY 1996 Cont23456 Used_Items_In_Container Container_Like Kilometers Petrol

1205 rows × 10 columns

In [60]:
# Replacing NaN values
auction_results['Mileage'] = auction_results['Mileage'].fillna('None').replace('NaN', 'None')

auction_results
Out[60]:
Unnamed: 0 URL Reference Number Price Car Title Condition VIN Transmission Mileage Fuel Type
0 0 Vehicle NCS/PTML/OVT/01/24/1 ₦892,000.00 TOYOTA CAMRY HYBRID LE 4DR SEDAN 2006 Cont23456 Used_Items_In_Container Container_Like Kilometers Petrol
1 1 Vehicle NCS/PTML/OVT/01/24/2 ₦500,000.00 ACURA TL 2004 Cont23456 Used_Items_In_Container Container_Like Kilometers Petrol
2 2 Vehicle NCS/PTML/OVT/01/24/3 ₦420,000.00 HONDA ACCORD EX 1.5T 4DR SEDAN 2004 Cont23456 Used_Items_In_Container Container_Like Kilometers Petrol
3 3 Vehicle NCS/PTML/OVT/01/24/4 ₦800,000.00 TOYOTA COROLLA L 4DR SEDAN 2007 Cont23456 Used_Items_In_Container Container_Like Kilometers Petrol
4 4 Vehicle NCS/PTML/OVT/01/24/5 ₦715,000.00 PEUGEOT 307 2008 Cont23456 Used_Items_In_Container Container_Like Kilometers Petrol
... ... ... ... ... ... ... ... ... ... ...
1200 1200 Vehicle NCS/TCIP/OVT/08/2024/1178 ₦648,000.00 FORD FREESTAR 2004 Cont23456 Used_Items_In_Container Container_Like Kilometers Petrol
1201 1201 Vehicle NCS/TCIP/OVT/08/2024/1179 ₦1,200,000.00 TOYOTA HIGHLANDER 2012 Cont23456 Used_Items_In_Container Container_Like Kilometers Petrol
1202 1202 Vehicle NCS/TCIP/OVT/08/2024/1180 ₦1,626,898.00 HONDA CROSSTOUR 2014 Cont23456 Used_Items_In_Container Container_Like Kilometers Petrol
1203 1203 Vehicle NCS/TCIP/OVT/08/2024/1181 ₦533,333.00 HYUNDAI SANTA FE 2004 Cont23456 Used_Items_In_Container Container_Like Kilometers Petrol
1204 1204 Vehicle NCS/TCIP/OVT/08/2024/1182 ₦520,000.00 TOYOTA CAMRY 1996 Cont23456 Used_Items_In_Container Container_Like Kilometers Petrol

1205 rows × 10 columns

In [61]:
auction_results.loc[auction_results['Mileage'].isna()]
Out[61]:
Unnamed: 0 URL Reference Number Price Car Title Condition VIN Transmission Mileage Fuel Type
In [62]:
auction_results['Mileage'].to_frame()
Out[62]:
Mileage
0 Kilometers
1 Kilometers
2 Kilometers
3 Kilometers
4 Kilometers
... ...
1200 Kilometers
1201 Kilometers
1202 Kilometers
1203 Kilometers
1204 Kilometers

1205 rows × 1 columns

In [64]:
auction_results['Mileage'] = 'None'

auction_results['Mileage'].to_frame()
Out[64]:
Mileage
0 None
1 None
2 None
3 None
4 None
... ...
1200 None
1201 None
1202 None
1203 None
1204 None

1205 rows × 1 columns

In [65]:
# checking if there are NaN values in the fuel type column
auction_results.loc[auction_results['Fuel Type'].isna()]
Out[65]:
Unnamed: 0 URL Reference Number Price Car Title Condition VIN Transmission Mileage Fuel Type
14 14 Vehicle NCS/PTML/OVT/01/24/18 ₦550,000.00 MERCEDES-BENZ C240 2005 Cont23456 Used_Items_In_Container Container_Like None NaN
18 18 Vehicle NCS/PTML/OVT/01/24/22 ₦1,800,000.00 TOYOTA YARIS SEDAN L 4DR SEDAN 2007 Cont23456 Used_Items_In_Container Container_Like None NaN
20 20 Vehicle NCS/PTML/OVT/01/24/25 ₦425,000.00 MERCEDES-BENZ C180 2002 Cont23456 Used_Items_In_Container Container_Like None NaN
46 46 Vehicle NCS/PTML/OVT/01/24/55 ₦660,000.00 MERCEDES-BENZ C200 2002 Cont23456 Used_Items_In_Container Container_Like None NaN
55 55 Vehicle NCS/PTML/OVT/01/24/66 ₦430,000.00 MERCEDES-BENZ C180 2006 Cont23456 Used_Items_In_Container Container_Like None NaN
... ... ... ... ... ... ... ... ... ... ...
710 710 Container NCS/PTML/OVT/03/2024/109 ₦1,999,766.00 CSNU6979220 Cont23456 Used_Items_In_Container Container_Like None NaN
711 711 Container NCS/PTML/OVT/03/2024/110 ₦1,700,000.00 PCIU0169958 Cont23456 Used_Items_In_Container Container_Like None NaN
712 712 Container NCS/PTML/OVT/03/2024/111 ₦4,511,100.00 ACLU9779415 Cont23456 Used_Items_In_Container Container_Like None NaN
713 713 Container NCS/PTML/OVT/03/2024/112 ₦3,677,777.00 GCNU1220147 Cont23456 Used_Items_In_Container Container_Like None NaN
714 714 Container NCS/PTML/OVT/03/2024/113 ₦4,500,000.00 ACLU9699006 Cont23456 Used_Items_In_Container Container_Like None NaN

87 rows × 10 columns

In [66]:
# Give the values in the Fuel Type Column some meaning
auction_results['Fuel Type'].replace({ 'Petrol': 'Petrol_Vehicle', 'PETROL': 'Petrol_Vehicle', 'NIL': 'Petrol_Vehicle'},
                                     inplace=True)
auction_results
Out[66]:
Unnamed: 0 URL Reference Number Price Car Title Condition VIN Transmission Mileage Fuel Type
0 0 Vehicle NCS/PTML/OVT/01/24/1 ₦892,000.00 TOYOTA CAMRY HYBRID LE 4DR SEDAN 2006 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
1 1 Vehicle NCS/PTML/OVT/01/24/2 ₦500,000.00 ACURA TL 2004 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
2 2 Vehicle NCS/PTML/OVT/01/24/3 ₦420,000.00 HONDA ACCORD EX 1.5T 4DR SEDAN 2004 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
3 3 Vehicle NCS/PTML/OVT/01/24/4 ₦800,000.00 TOYOTA COROLLA L 4DR SEDAN 2007 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
4 4 Vehicle NCS/PTML/OVT/01/24/5 ₦715,000.00 PEUGEOT 307 2008 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
... ... ... ... ... ... ... ... ... ... ...
1200 1200 Vehicle NCS/TCIP/OVT/08/2024/1178 ₦648,000.00 FORD FREESTAR 2004 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
1201 1201 Vehicle NCS/TCIP/OVT/08/2024/1179 ₦1,200,000.00 TOYOTA HIGHLANDER 2012 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
1202 1202 Vehicle NCS/TCIP/OVT/08/2024/1180 ₦1,626,898.00 HONDA CROSSTOUR 2014 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
1203 1203 Vehicle NCS/TCIP/OVT/08/2024/1181 ₦533,333.00 HYUNDAI SANTA FE 2004 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
1204 1204 Vehicle NCS/TCIP/OVT/08/2024/1182 ₦520,000.00 TOYOTA CAMRY 1996 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle

1205 rows × 10 columns

In [105]:
# Used indexing starting from 0 to fill blanks at specified rows

auction_results.at[14, 'Fuel Type']= 'Diesel_Vehicle'
auction_results.at[18, 'Fuel Type']= 'Diesel_Vehicle'
auction_results.at[20, 'Fuel Type']= 'Diesel_Vehicle'
auction_results.at[46, 'Fuel Type']= 'Diesel_Vehicle'
auction_results.at[55, 'Fuel Type']= 'Diesel_Vehicle'
auction_results.at[71, 'Fuel Type']= 'Diesel_Vehicle'


auction_results
Out[105]:
Bidding_Item Reference_Number Bid_Winning_Price Bidding_Item_Title Bid_Item_Identification_Number Condition Transmission_Type Mileage Fuel_Type Fuel Type
0 Vehicle NCS/PTML/OVT/01/24/1 892000.0 TOYOTA CAMRY HYBRID LE 4DR SEDAN 2006 4T1BE32K86U111063 Used_Vehicle Automatic_Vehicle Kilometers Petrol_Vehicle NaN
1 Vehicle NCS/PTML/OVT/01/24/2 500000.0 ACURA TL 2004 19UUA66214A013030 Used_Vehicle Automatic_Vehicle Kilometers Petrol_Vehicle NaN
2 Vehicle NCS/PTML/OVT/01/24/3 420000.0 HONDA ACCORD EX 1.5T 4DR SEDAN 2004 1HGCM66554A098192 Used_Vehicle Automatic_Vehicle Kilometers Petrol_Vehicle NaN
3 Vehicle NCS/PTML/OVT/01/24/4 800000.0 TOYOTA COROLLA L 4DR SEDAN 2007 2T1BR32E27C777272 Used_Vehicle Automatic_Vehicle Kilometers Petrol_Vehicle NaN
4 Vehicle NCS/PTML/OVT/01/24/5 715000.0 PEUGEOT 307 2008 VF33CNFUL84568049 Used_Vehicle Automatic_Vehicle Kilometers Petrol_Vehicle NaN
... ... ... ... ... ... ... ... ... ... ...
1200 Vehicle NCS/TCIP/OVT/08/2024/1178 648000.0 FORD FREESTAR 2004 B29970 Used_Vehicle Automatic_Vehicle Kilometers Petrol_Vehicle NaN
1201 Vehicle NCS/TCIP/OVT/08/2024/1179 1200000.0 TOYOTA HIGHLANDER 2012 5TDYK3EH5CS070513 Used_Vehicle Automatic_Vehicle Kilometers Petrol_Vehicle NaN
1202 Vehicle NCS/TCIP/OVT/08/2024/1180 1626898.0 HONDA CROSSTOUR 2014 000016 Used_Vehicle Automatic_Vehicle Kilometers Petrol_Vehicle NaN
1203 Vehicle NCS/TCIP/OVT/08/2024/1181 533333.0 HYUNDAI SANTA FE 2004 U572121 Used_Vehicle Automatic_Vehicle Kilometers Petrol_Vehicle NaN
1204 Vehicle NCS/TCIP/OVT/08/2024/1182 520000.0 TOYOTA CAMRY 1996 824426 Used_Vehicle Automatic_Vehicle Kilometers Petrol_Vehicle NaN

1205 rows × 10 columns

In [68]:
# Replacing NaN values
auction_results['Fuel Type'] = auction_results['Fuel Type'].fillna('None').replace('NaN', 'None')

auction_results
Out[68]:
Unnamed: 0 URL Reference Number Price Car Title Condition VIN Transmission Mileage Fuel Type
0 0 Vehicle NCS/PTML/OVT/01/24/1 ₦892,000.00 TOYOTA CAMRY HYBRID LE 4DR SEDAN 2006 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
1 1 Vehicle NCS/PTML/OVT/01/24/2 ₦500,000.00 ACURA TL 2004 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
2 2 Vehicle NCS/PTML/OVT/01/24/3 ₦420,000.00 HONDA ACCORD EX 1.5T 4DR SEDAN 2004 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
3 3 Vehicle NCS/PTML/OVT/01/24/4 ₦800,000.00 TOYOTA COROLLA L 4DR SEDAN 2007 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
4 4 Vehicle NCS/PTML/OVT/01/24/5 ₦715,000.00 PEUGEOT 307 2008 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
... ... ... ... ... ... ... ... ... ... ...
1200 1200 Vehicle NCS/TCIP/OVT/08/2024/1178 ₦648,000.00 FORD FREESTAR 2004 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
1201 1201 Vehicle NCS/TCIP/OVT/08/2024/1179 ₦1,200,000.00 TOYOTA HIGHLANDER 2012 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
1202 1202 Vehicle NCS/TCIP/OVT/08/2024/1180 ₦1,626,898.00 HONDA CROSSTOUR 2014 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
1203 1203 Vehicle NCS/TCIP/OVT/08/2024/1181 ₦533,333.00 HYUNDAI SANTA FE 2004 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
1204 1204 Vehicle NCS/TCIP/OVT/08/2024/1182 ₦520,000.00 TOYOTA CAMRY 1996 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle

1205 rows × 10 columns

In [76]:
auction_results.loc[auction_results['Fuel Type'].isna()]
Out[76]:
Unnamed: 0 URL Reference Number Price Car Title Condition VIN Transmission Mileage Fuel Type
In [71]:
# Giving the values in the fuel type column some meaning
auction_results['Fuel Type'] = auction_results['Fuel Type'].replace(('Diesel_Vehicle',), 'Diesel_Vehicle', inplace=True)

auction_results
Out[71]:
Unnamed: 0 URL Reference Number Price Car Title Condition VIN Transmission Mileage Fuel Type
0 0 Vehicle NCS/PTML/OVT/01/24/1 ₦892,000.00 TOYOTA CAMRY HYBRID LE 4DR SEDAN 2006 Cont23456 Used_Items_In_Container Container_Like None None
1 1 Vehicle NCS/PTML/OVT/01/24/2 ₦500,000.00 ACURA TL 2004 Cont23456 Used_Items_In_Container Container_Like None None
2 2 Vehicle NCS/PTML/OVT/01/24/3 ₦420,000.00 HONDA ACCORD EX 1.5T 4DR SEDAN 2004 Cont23456 Used_Items_In_Container Container_Like None None
3 3 Vehicle NCS/PTML/OVT/01/24/4 ₦800,000.00 TOYOTA COROLLA L 4DR SEDAN 2007 Cont23456 Used_Items_In_Container Container_Like None None
4 4 Vehicle NCS/PTML/OVT/01/24/5 ₦715,000.00 PEUGEOT 307 2008 Cont23456 Used_Items_In_Container Container_Like None None
... ... ... ... ... ... ... ... ... ... ...
1200 1200 Vehicle NCS/TCIP/OVT/08/2024/1178 ₦648,000.00 FORD FREESTAR 2004 Cont23456 Used_Items_In_Container Container_Like None None
1201 1201 Vehicle NCS/TCIP/OVT/08/2024/1179 ₦1,200,000.00 TOYOTA HIGHLANDER 2012 Cont23456 Used_Items_In_Container Container_Like None None
1202 1202 Vehicle NCS/TCIP/OVT/08/2024/1180 ₦1,626,898.00 HONDA CROSSTOUR 2014 Cont23456 Used_Items_In_Container Container_Like None None
1203 1203 Vehicle NCS/TCIP/OVT/08/2024/1181 ₦533,333.00 HYUNDAI SANTA FE 2004 Cont23456 Used_Items_In_Container Container_Like None None
1204 1204 Vehicle NCS/TCIP/OVT/08/2024/1182 ₦520,000.00 TOYOTA CAMRY 1996 Cont23456 Used_Items_In_Container Container_Like None None

1205 rows × 10 columns

In [72]:
auction_results['Fuel Type'] = 'None'

auction_results['Fuel Type'].to_frame()
Out[72]:
Fuel Type
0 None
1 None
2 None
3 None
4 None
... ...
1200 None
1201 None
1202 None
1203 None
1204 None

1205 rows × 1 columns

In [73]:
auction_results['Fuel Type'] = 'Diesel_Vehicle'

auction_results['Fuel Type'].to_frame()
Out[73]:
Fuel Type
0 Diesel_Vehicle
1 Diesel_Vehicle
2 Diesel_Vehicle
3 Diesel_Vehicle
4 Diesel_Vehicle
... ...
1200 Diesel_Vehicle
1201 Diesel_Vehicle
1202 Diesel_Vehicle
1203 Diesel_Vehicle
1204 Diesel_Vehicle

1205 rows × 1 columns

In [74]:
auction_results['Fuel Type'] = 'Petrol_Vehicle'

auction_results['Fuel Type'].to_frame()
Out[74]:
Fuel Type
0 Petrol_Vehicle
1 Petrol_Vehicle
2 Petrol_Vehicle
3 Petrol_Vehicle
4 Petrol_Vehicle
... ...
1200 Petrol_Vehicle
1201 Petrol_Vehicle
1202 Petrol_Vehicle
1203 Petrol_Vehicle
1204 Petrol_Vehicle

1205 rows × 1 columns

In [77]:
# Change the columnn names to make it corresepond to the column values changes made
auction_results.rename(columns={'URL':'Bidding_Item', 'Reference Number':'Reference_Number', 
                            'Price':'Bid_Winning_Price', 'Car Title':'Bidding_Item_Title',
                            'Condition':'Bid_Item_Identification_Number', 'VIN':'Condition',
                            'Transmission':'Transmission_Type', 'Fuel Type':'Fuel_Type'}, inplace=True)

auction_results
Out[77]:
Unnamed: 0 Bidding_Item Reference_Number Bid_Winning_Price Bidding_Item_Title Bid_Item_Identification_Number Condition Transmission_Type Mileage Fuel_Type
0 0 Vehicle NCS/PTML/OVT/01/24/1 ₦892,000.00 TOYOTA CAMRY HYBRID LE 4DR SEDAN 2006 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
1 1 Vehicle NCS/PTML/OVT/01/24/2 ₦500,000.00 ACURA TL 2004 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
2 2 Vehicle NCS/PTML/OVT/01/24/3 ₦420,000.00 HONDA ACCORD EX 1.5T 4DR SEDAN 2004 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
3 3 Vehicle NCS/PTML/OVT/01/24/4 ₦800,000.00 TOYOTA COROLLA L 4DR SEDAN 2007 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
4 4 Vehicle NCS/PTML/OVT/01/24/5 ₦715,000.00 PEUGEOT 307 2008 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
... ... ... ... ... ... ... ... ... ... ...
1200 1200 Vehicle NCS/TCIP/OVT/08/2024/1178 ₦648,000.00 FORD FREESTAR 2004 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
1201 1201 Vehicle NCS/TCIP/OVT/08/2024/1179 ₦1,200,000.00 TOYOTA HIGHLANDER 2012 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
1202 1202 Vehicle NCS/TCIP/OVT/08/2024/1180 ₦1,626,898.00 HONDA CROSSTOUR 2014 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
1203 1203 Vehicle NCS/TCIP/OVT/08/2024/1181 ₦533,333.00 HYUNDAI SANTA FE 2004 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
1204 1204 Vehicle NCS/TCIP/OVT/08/2024/1182 ₦520,000.00 TOYOTA CAMRY 1996 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle

1205 rows × 10 columns

In [78]:
auction_results.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 1205 entries, 0 to 1204
Data columns (total 10 columns):
 #   Column                          Non-Null Count  Dtype 
---  ------                          --------------  ----- 
 0   Unnamed: 0                      1205 non-null   int64 
 1   Bidding_Item                    1205 non-null   object
 2   Reference_Number                1205 non-null   object
 3   Bid_Winning_Price               1205 non-null   object
 4   Bidding_Item_Title              1205 non-null   object
 5   Bid_Item_Identification_Number  1205 non-null   object
 6   Condition                       1205 non-null   object
 7   Transmission_Type               1205 non-null   object
 8   Mileage                         1205 non-null   object
 9   Fuel_Type                       1205 non-null   object
dtypes: int64(1), object(9)
memory usage: 94.3+ KB
In [79]:
auction_results.dtypes
Out[79]:
Unnamed: 0                         int64
Bidding_Item                      object
Reference_Number                  object
Bid_Winning_Price                 object
Bidding_Item_Title                object
Bid_Item_Identification_Number    object
Condition                         object
Transmission_Type                 object
Mileage                           object
Fuel_Type                         object
dtype: object
In [80]:
# checked if the the reference number column have strictly unique rows
auction_results['Reference_Number'].value_counts()
Out[80]:
Reference_Number
NCS/01TC/OVT/02/2024/522     2
NCS/PTML/OVT/04/2024/856     2
NCS/PTML/OVT/02/2024/363     2
NCS/PTML/OVT/01/2024/258     2
NCS/01TC/OVT/02/2024/442     2
                            ..
NCS/PTML/OVT/01/2024/290     1
NCS/PTML/OVT/01/2024/287     1
NCS/PTML/OVT/01/2024/286     1
NCS/PTML/OVT/01/2024/284     1
NCS/TCIP/OVT/08/2024/1182    1
Name: count, Length: 1198, dtype: int64
In [81]:
auction_results['Reference_Number'].unique()
Out[81]:
array(['NCS/PTML/OVT/01/24/1', 'NCS/PTML/OVT/01/24/2',
       'NCS/PTML/OVT/01/24/3', ..., 'NCS/TCIP/OVT/08/2024/1180',
       'NCS/TCIP/OVT/08/2024/1181', 'NCS/TCIP/OVT/08/2024/1182'],
      dtype=object)
In [82]:
# compare the number of unique values in the reference column to the length of the table
auction_results['Reference_Number'].nunique() == len(auction_results)
Out[82]:
False
In [83]:
# Made the unnamed column an index
auction_results.index = auction_results['Unnamed: 0']
auction_results
Out[83]:
Unnamed: 0 Bidding_Item Reference_Number Bid_Winning_Price Bidding_Item_Title Bid_Item_Identification_Number Condition Transmission_Type Mileage Fuel_Type
Unnamed: 0
0 0 Vehicle NCS/PTML/OVT/01/24/1 ₦892,000.00 TOYOTA CAMRY HYBRID LE 4DR SEDAN 2006 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
1 1 Vehicle NCS/PTML/OVT/01/24/2 ₦500,000.00 ACURA TL 2004 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
2 2 Vehicle NCS/PTML/OVT/01/24/3 ₦420,000.00 HONDA ACCORD EX 1.5T 4DR SEDAN 2004 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
3 3 Vehicle NCS/PTML/OVT/01/24/4 ₦800,000.00 TOYOTA COROLLA L 4DR SEDAN 2007 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
4 4 Vehicle NCS/PTML/OVT/01/24/5 ₦715,000.00 PEUGEOT 307 2008 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
... ... ... ... ... ... ... ... ... ... ...
1200 1200 Vehicle NCS/TCIP/OVT/08/2024/1178 ₦648,000.00 FORD FREESTAR 2004 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
1201 1201 Vehicle NCS/TCIP/OVT/08/2024/1179 ₦1,200,000.00 TOYOTA HIGHLANDER 2012 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
1202 1202 Vehicle NCS/TCIP/OVT/08/2024/1180 ₦1,626,898.00 HONDA CROSSTOUR 2014 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
1203 1203 Vehicle NCS/TCIP/OVT/08/2024/1181 ₦533,333.00 HYUNDAI SANTA FE 2004 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
1204 1204 Vehicle NCS/TCIP/OVT/08/2024/1182 ₦520,000.00 TOYOTA CAMRY 1996 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle

1205 rows × 10 columns

In [84]:
# Dropped the unnamed column 
auction_results = auction_results.drop(['Unnamed: 0'], axis=1)
auction_results
Out[84]:
Bidding_Item Reference_Number Bid_Winning_Price Bidding_Item_Title Bid_Item_Identification_Number Condition Transmission_Type Mileage Fuel_Type
Unnamed: 0
0 Vehicle NCS/PTML/OVT/01/24/1 ₦892,000.00 TOYOTA CAMRY HYBRID LE 4DR SEDAN 2006 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
1 Vehicle NCS/PTML/OVT/01/24/2 ₦500,000.00 ACURA TL 2004 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
2 Vehicle NCS/PTML/OVT/01/24/3 ₦420,000.00 HONDA ACCORD EX 1.5T 4DR SEDAN 2004 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
3 Vehicle NCS/PTML/OVT/01/24/4 ₦800,000.00 TOYOTA COROLLA L 4DR SEDAN 2007 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
4 Vehicle NCS/PTML/OVT/01/24/5 ₦715,000.00 PEUGEOT 307 2008 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
... ... ... ... ... ... ... ... ... ...
1200 Vehicle NCS/TCIP/OVT/08/2024/1178 ₦648,000.00 FORD FREESTAR 2004 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
1201 Vehicle NCS/TCIP/OVT/08/2024/1179 ₦1,200,000.00 TOYOTA HIGHLANDER 2012 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
1202 Vehicle NCS/TCIP/OVT/08/2024/1180 ₦1,626,898.00 HONDA CROSSTOUR 2014 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
1203 Vehicle NCS/TCIP/OVT/08/2024/1181 ₦533,333.00 HYUNDAI SANTA FE 2004 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
1204 Vehicle NCS/TCIP/OVT/08/2024/1182 ₦520,000.00 TOYOTA CAMRY 1996 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle

1205 rows × 9 columns

In [85]:
# reset the entire index
auction_results.reset_index(drop=True, inplace=True)
auction_results
Out[85]:
Bidding_Item Reference_Number Bid_Winning_Price Bidding_Item_Title Bid_Item_Identification_Number Condition Transmission_Type Mileage Fuel_Type
0 Vehicle NCS/PTML/OVT/01/24/1 ₦892,000.00 TOYOTA CAMRY HYBRID LE 4DR SEDAN 2006 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
1 Vehicle NCS/PTML/OVT/01/24/2 ₦500,000.00 ACURA TL 2004 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
2 Vehicle NCS/PTML/OVT/01/24/3 ₦420,000.00 HONDA ACCORD EX 1.5T 4DR SEDAN 2004 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
3 Vehicle NCS/PTML/OVT/01/24/4 ₦800,000.00 TOYOTA COROLLA L 4DR SEDAN 2007 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
4 Vehicle NCS/PTML/OVT/01/24/5 ₦715,000.00 PEUGEOT 307 2008 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
... ... ... ... ... ... ... ... ... ...
1200 Vehicle NCS/TCIP/OVT/08/2024/1178 ₦648,000.00 FORD FREESTAR 2004 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
1201 Vehicle NCS/TCIP/OVT/08/2024/1179 ₦1,200,000.00 TOYOTA HIGHLANDER 2012 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
1202 Vehicle NCS/TCIP/OVT/08/2024/1180 ₦1,626,898.00 HONDA CROSSTOUR 2014 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
1203 Vehicle NCS/TCIP/OVT/08/2024/1181 ₦533,333.00 HYUNDAI SANTA FE 2004 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
1204 Vehicle NCS/TCIP/OVT/08/2024/1182 ₦520,000.00 TOYOTA CAMRY 1996 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle

1205 rows × 9 columns

In [86]:
# Changing the data types of the neccesary columns 
auction_results.dtypes
Out[86]:
Bidding_Item                      object
Reference_Number                  object
Bid_Winning_Price                 object
Bidding_Item_Title                object
Bid_Item_Identification_Number    object
Condition                         object
Transmission_Type                 object
Mileage                           object
Fuel_Type                         object
dtype: object
In [87]:
# Was having issues changing the data type of the Bid winning 
#price therefore i had to replace the naira signs and commas to empty spaces
auction_results['Bid_Winning_Price'] = auction_results['Bid_Winning_Price'].replace({'₦': '', ',': ''},
                                       regex=True).astype(float)

auction_results
Out[87]:
Bidding_Item Reference_Number Bid_Winning_Price Bidding_Item_Title Bid_Item_Identification_Number Condition Transmission_Type Mileage Fuel_Type
0 Vehicle NCS/PTML/OVT/01/24/1 892000.0 TOYOTA CAMRY HYBRID LE 4DR SEDAN 2006 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
1 Vehicle NCS/PTML/OVT/01/24/2 500000.0 ACURA TL 2004 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
2 Vehicle NCS/PTML/OVT/01/24/3 420000.0 HONDA ACCORD EX 1.5T 4DR SEDAN 2004 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
3 Vehicle NCS/PTML/OVT/01/24/4 800000.0 TOYOTA COROLLA L 4DR SEDAN 2007 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
4 Vehicle NCS/PTML/OVT/01/24/5 715000.0 PEUGEOT 307 2008 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
... ... ... ... ... ... ... ... ... ...
1200 Vehicle NCS/TCIP/OVT/08/2024/1178 648000.0 FORD FREESTAR 2004 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
1201 Vehicle NCS/TCIP/OVT/08/2024/1179 1200000.0 TOYOTA HIGHLANDER 2012 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
1202 Vehicle NCS/TCIP/OVT/08/2024/1180 1626898.0 HONDA CROSSTOUR 2014 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
1203 Vehicle NCS/TCIP/OVT/08/2024/1181 533333.0 HYUNDAI SANTA FE 2004 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
1204 Vehicle NCS/TCIP/OVT/08/2024/1182 520000.0 TOYOTA CAMRY 1996 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle

1205 rows × 9 columns

In [88]:
# changed the datatype of this column to a float
auction_results.dtypes['Bid_Winning_Price']
Out[88]:
dtype('float64')
In [89]:
auction_results.dtypes
Out[89]:
Bidding_Item                       object
Reference_Number                   object
Bid_Winning_Price                 float64
Bidding_Item_Title                 object
Bid_Item_Identification_Number     object
Condition                          object
Transmission_Type                  object
Mileage                            object
Fuel_Type                          object
dtype: object
In [90]:
auction_results
Out[90]:
Bidding_Item Reference_Number Bid_Winning_Price Bidding_Item_Title Bid_Item_Identification_Number Condition Transmission_Type Mileage Fuel_Type
0 Vehicle NCS/PTML/OVT/01/24/1 892000.0 TOYOTA CAMRY HYBRID LE 4DR SEDAN 2006 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
1 Vehicle NCS/PTML/OVT/01/24/2 500000.0 ACURA TL 2004 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
2 Vehicle NCS/PTML/OVT/01/24/3 420000.0 HONDA ACCORD EX 1.5T 4DR SEDAN 2004 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
3 Vehicle NCS/PTML/OVT/01/24/4 800000.0 TOYOTA COROLLA L 4DR SEDAN 2007 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
4 Vehicle NCS/PTML/OVT/01/24/5 715000.0 PEUGEOT 307 2008 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
... ... ... ... ... ... ... ... ... ...
1200 Vehicle NCS/TCIP/OVT/08/2024/1178 648000.0 FORD FREESTAR 2004 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
1201 Vehicle NCS/TCIP/OVT/08/2024/1179 1200000.0 TOYOTA HIGHLANDER 2012 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
1202 Vehicle NCS/TCIP/OVT/08/2024/1180 1626898.0 HONDA CROSSTOUR 2014 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
1203 Vehicle NCS/TCIP/OVT/08/2024/1181 533333.0 HYUNDAI SANTA FE 2004 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle
1204 Vehicle NCS/TCIP/OVT/08/2024/1182 520000.0 TOYOTA CAMRY 1996 Cont23456 Used_Items_In_Container Container_Like None Petrol_Vehicle

1205 rows × 9 columns

In [1]:
# Bringing everything together
import pandas as pd
import numpy as np

# import the scraped table from a csv file
auction_results = pd.read_csv('C:\\Users\\HP\\Desktop\\Phyton for everybody with Dr Chuck\\Scrapped_Data\\
                                Unclean_Raw_Scrapped_bidding_data.csv')

# split the URL column using a delimiter to get the bidding item  
auction_results['URL'] = auction_results['URL'].apply(lambda a: a.split('=')[-1])

# Give the vaues in the Condition column with VIN column values somes meaning
auction_results['Condition'].replace({'Nigeria': 'Cont23456'}, inplace=True)

# Give the vaues in the VIN column with Condition column values somes meaning
auction_results['VIN'].replace({'Used': 'Used_Vehicle', 'Accidented': 'Used_Vehicle', '0KG': 'Used_Items_In_Container', 
                                  '1,020KG': 'Used_items_In_Container', '19,958KG': 'Used_Items_In_Container'}, inplace=True)



# Give the values in the Transmission Column some meaning
auction_results['Transmission'].replace({'AUTOMATIC': 'Automatic_Vehicle', 'Automatic': 'Automatic_Vehicle', 
                                         'Manual': 'Manual_Vehicle'}, inplace=True)

auction_results['Transmission'] = auction_results['Transmission'].fillna('Container_Like').replace('NaN', 'Container_Like')


# Give the values in the Mileage Column some meaning
auction_results['Mileage'].replace({'0.00KM': 'Kilometers'}, inplace=True)
auction_results['Mileage'] = auction_results['Mileage'].fillna('None').replace('NaN', 'None')



# Give the values in the Fuel Type Column some meaning
auction_results['Fuel Type'].replace({ 'Petrol': 'Petrol_Vehicle', 'PETROL': 'Petrol_Vehicle', 'NIL': 'Petrol_Vehicle'}, 
                                     inplace=True)


# Used indexing starting from 0 replacing values at specified rows
auction_results.at[14, 'Fuel Type']= 'Diesel_Vehicle'
auction_results.at[18, 'Fuel Type']= 'Diesel_Vehicle'
auction_results.at[20, 'Fuel Type']= 'Diesel_Vehicle'
auction_results.at[46, 'Fuel Type']= 'Diesel_Vehicle'
auction_results.at[55, 'Fuel Type']= 'Diesel_Vehicle'
auction_results.at[71, 'Fuel Type']= 'Diesel_Vehicle'


# replace NaN with None
auction_results['Fuel Type'] = auction_results['Fuel Type'].fillna('None').replace('NaN', 'None')

auction_results['Fuel Type'] = auction_results['Fuel Type'].replace("('Diesel_Vehicle',)", 'Diesel_Vehicle')

# Change Column names
auction_results.rename(columns={'URL':'Bidding_Item', 'Reference Number':'Reference_Number', 
                            'Price':'Bid_Winning_Price', 'Car Title':'Bidding_Item_Title',
                            'Condition':'Bid_Item_Identification_Number', 'VIN':'Condition',
                            'Transmission':'Transmission_Type', 'Fuel Type':'Fuel_Type'}, inplace=True)

# set the unnamed column as an index
auction_results.index = auction_results['Unnamed: 0']

# drop the unnamed column
auction_results = auction_results.drop(['Unnamed: 0'], axis=1)

# drop the unnamed column as an index and create a new index
auction_results.reset_index(drop=True, inplace=True)

# Was having issues changing the data type of the Bid winning 
# price therefore i had to replace the naira signs and commas to empty spaces
auction_results['Bid_Winning_Price'] = auction_results['Bid_Winning_Price'].replace({'₦': '', ',': ''},
                                       regex=True).astype(float)



auction_results
Out[1]:
Bidding_Item Reference_Number Bid_Winning_Price Bidding_Item_Title Bid_Item_Identification_Number Condition Transmission_Type Mileage Fuel_Type
0 Vehicle NCS/PTML/OVT/01/24/1 892000.0 TOYOTA CAMRY HYBRID LE 4DR SEDAN 2006 4T1BE32K86U111063 Used_Vehicle Automatic_Vehicle Kilometers Petrol_Vehicle
1 Vehicle NCS/PTML/OVT/01/24/2 500000.0 ACURA TL 2004 19UUA66214A013030 Used_Vehicle Automatic_Vehicle Kilometers Petrol_Vehicle
2 Vehicle NCS/PTML/OVT/01/24/3 420000.0 HONDA ACCORD EX 1.5T 4DR SEDAN 2004 1HGCM66554A098192 Used_Vehicle Automatic_Vehicle Kilometers Petrol_Vehicle
3 Vehicle NCS/PTML/OVT/01/24/4 800000.0 TOYOTA COROLLA L 4DR SEDAN 2007 2T1BR32E27C777272 Used_Vehicle Automatic_Vehicle Kilometers Petrol_Vehicle
4 Vehicle NCS/PTML/OVT/01/24/5 715000.0 PEUGEOT 307 2008 VF33CNFUL84568049 Used_Vehicle Automatic_Vehicle Kilometers Petrol_Vehicle
... ... ... ... ... ... ... ... ... ...
1200 Vehicle NCS/TCIP/OVT/08/2024/1178 648000.0 FORD FREESTAR 2004 B29970 Used_Vehicle Automatic_Vehicle Kilometers Petrol_Vehicle
1201 Vehicle NCS/TCIP/OVT/08/2024/1179 1200000.0 TOYOTA HIGHLANDER 2012 5TDYK3EH5CS070513 Used_Vehicle Automatic_Vehicle Kilometers Petrol_Vehicle
1202 Vehicle NCS/TCIP/OVT/08/2024/1180 1626898.0 HONDA CROSSTOUR 2014 000016 Used_Vehicle Automatic_Vehicle Kilometers Petrol_Vehicle
1203 Vehicle NCS/TCIP/OVT/08/2024/1181 533333.0 HYUNDAI SANTA FE 2004 U572121 Used_Vehicle Automatic_Vehicle Kilometers Petrol_Vehicle
1204 Vehicle NCS/TCIP/OVT/08/2024/1182 520000.0 TOYOTA CAMRY 1996 824426 Used_Vehicle Automatic_Vehicle Kilometers Petrol_Vehicle

1205 rows × 9 columns

In [3]:
# saving my table to a csv file in my desktop
auction_results.to_csv(
    'C:\\Users\\HP\\Desktop\\Phyton for everybody with Dr Chuck\\Scrapped_Data\\Cleaned_Scrapped_bidding_data.csv', index=False)
print('Table saved')

Table saved
In [ ]:

VISUALIZING WITH MATPLOTLIB¶

In [1]:
# import the neccessary libraries
import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
In [2]:
# import the scraped table from a csv file in my laptop
auction_visual = pd.read_csv('C:\\Users\\HP\\Desktop\\Phyton for everybody with Dr Chuck\\Scrapped_Data\\Cleaned_Scrapped_bidding_data.csv')
print(auction_visual)

     Bidding_Item           Reference_Number  Bid_Winning_Price  \
0         Vehicle       NCS/PTML/OVT/01/24/1           892000.0   
1         Vehicle       NCS/PTML/OVT/01/24/2           500000.0   
2         Vehicle       NCS/PTML/OVT/01/24/3           420000.0   
3         Vehicle       NCS/PTML/OVT/01/24/4           800000.0   
4         Vehicle       NCS/PTML/OVT/01/24/5           715000.0   
...           ...                        ...                ...   
1200      Vehicle  NCS/TCIP/OVT/08/2024/1178           648000.0   
1201      Vehicle  NCS/TCIP/OVT/08/2024/1179          1200000.0   
1202      Vehicle  NCS/TCIP/OVT/08/2024/1180          1626898.0   
1203      Vehicle  NCS/TCIP/OVT/08/2024/1181           533333.0   
1204      Vehicle  NCS/TCIP/OVT/08/2024/1182           520000.0   

                         Bidding_Item_Title Bid_Item_Identification_Number  \
0     TOYOTA CAMRY HYBRID LE 4DR SEDAN 2006              4T1BE32K86U111063   
1                             ACURA TL 2004              19UUA66214A013030   
2       HONDA ACCORD EX 1.5T 4DR SEDAN 2004              1HGCM66554A098192   
3           TOYOTA COROLLA L 4DR SEDAN 2007              2T1BR32E27C777272   
4                          PEUGEOT 307 2008              VF33CNFUL84568049   
...                                     ...                            ...   
1200                    FORD  FREESTAR 2004                         B29970   
1201                TOYOTA  HIGHLANDER 2012              5TDYK3EH5CS070513   
1202                  HONDA  CROSSTOUR 2014                         000016   
1203                 HYUNDAI  SANTA FE 2004                        U572121   
1204                      TOYOTA CAMRY 1996                         824426   

         Condition  Transmission_Type     Mileage       Fuel_Type  
0     Used_Vehicle  Automatic_Vehicle  Kilometers  Petrol_Vehicle  
1     Used_Vehicle  Automatic_Vehicle  Kilometers  Petrol_Vehicle  
2     Used_Vehicle  Automatic_Vehicle  Kilometers  Petrol_Vehicle  
3     Used_Vehicle  Automatic_Vehicle  Kilometers  Petrol_Vehicle  
4     Used_Vehicle  Automatic_Vehicle  Kilometers  Petrol_Vehicle  
...            ...                ...         ...             ...  
1200  Used_Vehicle  Automatic_Vehicle  Kilometers  Petrol_Vehicle  
1201  Used_Vehicle  Automatic_Vehicle  Kilometers  Petrol_Vehicle  
1202  Used_Vehicle  Automatic_Vehicle  Kilometers  Petrol_Vehicle  
1203  Used_Vehicle  Automatic_Vehicle  Kilometers  Petrol_Vehicle  
1204  Used_Vehicle  Automatic_Vehicle  Kilometers  Petrol_Vehicle  

[1205 rows x 9 columns]
In [4]:
# import the neccessary libraries
from IPython.display import display
import pandas as pd
import numpy as np
import matplotlib.pyplot as plt

# import the scraped table from a csv file and put it in a table
auction_visual = pd.read_csv('C:\\Users\\HP\\Desktop\\Phyton for everybody with Dr Chuck\\Scrapped_Data\\Cleaned_Scrapped_bidding_data.csv')
display(auction_visual)
Bidding_Item Reference_Number Bid_Winning_Price Bidding_Item_Title Bid_Item_Identification_Number Condition Transmission_Type Mileage Fuel_Type
0 Vehicle NCS/PTML/OVT/01/24/1 892000.0 TOYOTA CAMRY HYBRID LE 4DR SEDAN 2006 4T1BE32K86U111063 Used_Vehicle Automatic_Vehicle Kilometers Petrol_Vehicle
1 Vehicle NCS/PTML/OVT/01/24/2 500000.0 ACURA TL 2004 19UUA66214A013030 Used_Vehicle Automatic_Vehicle Kilometers Petrol_Vehicle
2 Vehicle NCS/PTML/OVT/01/24/3 420000.0 HONDA ACCORD EX 1.5T 4DR SEDAN 2004 1HGCM66554A098192 Used_Vehicle Automatic_Vehicle Kilometers Petrol_Vehicle
3 Vehicle NCS/PTML/OVT/01/24/4 800000.0 TOYOTA COROLLA L 4DR SEDAN 2007 2T1BR32E27C777272 Used_Vehicle Automatic_Vehicle Kilometers Petrol_Vehicle
4 Vehicle NCS/PTML/OVT/01/24/5 715000.0 PEUGEOT 307 2008 VF33CNFUL84568049 Used_Vehicle Automatic_Vehicle Kilometers Petrol_Vehicle
... ... ... ... ... ... ... ... ... ...
1200 Vehicle NCS/TCIP/OVT/08/2024/1178 648000.0 FORD FREESTAR 2004 B29970 Used_Vehicle Automatic_Vehicle Kilometers Petrol_Vehicle
1201 Vehicle NCS/TCIP/OVT/08/2024/1179 1200000.0 TOYOTA HIGHLANDER 2012 5TDYK3EH5CS070513 Used_Vehicle Automatic_Vehicle Kilometers Petrol_Vehicle
1202 Vehicle NCS/TCIP/OVT/08/2024/1180 1626898.0 HONDA CROSSTOUR 2014 000016 Used_Vehicle Automatic_Vehicle Kilometers Petrol_Vehicle
1203 Vehicle NCS/TCIP/OVT/08/2024/1181 533333.0 HYUNDAI SANTA FE 2004 U572121 Used_Vehicle Automatic_Vehicle Kilometers Petrol_Vehicle
1204 Vehicle NCS/TCIP/OVT/08/2024/1182 520000.0 TOYOTA CAMRY 1996 824426 Used_Vehicle Automatic_Vehicle Kilometers Petrol_Vehicle

1205 rows × 9 columns

In [5]:
# the total amount made in naira by the nigerian customs since the start of the auction 
auction_visual['Bid_Winning_Price'].sum()
Out[5]:
1615464232.42
In [6]:
# Highest amount paid for a bid is 29 million naira
auction_visual['Bid_Winning_Price'].max()
Out[6]:
29000000.0
In [8]:
# Highest amount paid for an item
auction_visual.groupby('Bidding_Item')['Bid_Winning_Price'].max()
Out[8]:
Bidding_Item
Container    29000000.0
Vehicle      11500000.0
Name: Bid_Winning_Price, dtype: float64
In [9]:
# Lowest amount paid for a bid is 3 hundred thousand naira
auction_visual['Bid_Winning_Price'].min()
Out[9]:
300000.0
In [10]:
# Lowest amount paid for an item
auction_visual.groupby('Bidding_Item')['Bid_Winning_Price'].min()
Out[10]:
Bidding_Item
Container    1500001.0
Vehicle       300000.0
Name: Bid_Winning_Price, dtype: float64
In [8]:
# IT SHOWS THAT THE NIGERIAN CUSTOMS MADE OVER THREE HUNDRED MILLION NAIRA FROM THE AUCTION OF CONTAINERS
# AND OVER A BILLION IN THE AUCTION OF USED VEHICLES

# Showing the price comparision by bidding items
# grouping all the items in the bidding item column by the bid winning price 
grouped_items = auction_visual.groupby('Bidding_Item')['Bid_Winning_Price'].sum().reset_index()

# Plotting the bar chart by specifying it size
plt.figure(figsize=(8, 6))

# Plotting the bars with different colors and labels
bars = plt.bar(grouped_items['Bidding_Item'], grouped_items['Bid_Winning_Price'])
bars[0].set_color('red')
font1 = {'family':'serif','color':'blue','size':25}


# Add labels on top of each bar showing the sum of prices of each bidding item
for bar in bars:
    yval = bar.get_height()
    plt.text(bar.get_x() + bar.get_width()/2, yval, int(yval), ha='center', va='bottom')

# Add labels and title to the different axis
plt.xlabel('Bidding_Item')
plt.ylabel('Bid_Winning_Price')
plt.title('Price Comparison by Bidding Item', fontdict = font1)

# Show the plot
plt.tight_layout()
plt.show()
In [22]:
# Show the unique counts of each bidding item
auction_visual['Bidding_Item'].value_counts()
Out[22]:
Bidding_Item
Vehicle      1124
Container      81
Name: count, dtype: int64
In [28]:
# THE TOTAL VEHICLE AUCTIONED IS AT 1,124 AND CONTAINERS IS AT 81

# Get the count of each bidding item
bidding_counts = auction_visual['Bidding_Item'].value_counts().reset_index()
bidding_counts.columns = ['Bidding_Item', 'Count'] # count the different items in the bidding item column

# Plotting the bar chart by specifying it size
plt.figure(figsize=(8, 6))

# plot a bar chart
bars = plt.bar(bidding_counts['Bidding_Item'], bidding_counts['Count'])
bars[1].set_color('red')
font1 = {'family':'serif','color':'blue','size':25}

# Add labels on top of each bar showing the count of each bidding item
for bar in bars:
    yval = bar.get_height()
    plt.text(bar.get_x() + bar.get_width()/2, yval, int(yval), ha='center', va='bottom')

#  Add labels and title to the different axis
plt.xlabel('Bidding_Item')
plt.ylabel('Bid_Winning_Price')
plt.title('Bidding Items by Counts', fontdict = font1)

# Show the plot
plt.tight_layout()
plt.show()
In [23]:
# Show the unique counts of each transmission type
auction_visual['Transmission_Type'].value_counts()
Out[23]:
Transmission_Type
Automatic_Vehicle    1111
Container_Like         81
Manual_Vehicle         13
Name: count, dtype: int64
In [36]:
# WE CAN SEE THAT MOST OF THE VEHICLES IMPORTED INTO NIGERIA ARE AUTOMATIC VEHICLES


# Use value_counts to get the counts of each category
transmission_counts = auction_visual['Transmission_Type'].value_counts()

# Function to format the autopct to show the count instead of a percentage and to get the unique count (absolute value)
# of each item in the Transmission type column in a pie chart
def absolute_value(val):
    t = int(val / 100 * transmission_counts.sum())
    return f'{t}'

# give your slices colors
colors = ['skyblue', 'red', 'green']
# format the headers
font1 = {'family':'serif','color':'blue','size':25}

# Create the pie chart
plt.pie(transmission_counts, labels = transmission_counts.index, autopct=absolute_value, colors=colors)

# title
plt.title('Transmission',  fontdict = font1)

# Show the plot
plt.show()
In [37]:
# Show the unique counts of each Reference Number
auction_visual['Reference_Number'].value_counts()
Out[37]:
Reference_Number
NCS/01TC/OVT/02/2024/522     2
NCS/PTML/OVT/04/2024/856     2
NCS/PTML/OVT/02/2024/363     2
NCS/PTML/OVT/01/2024/258     2
NCS/01TC/OVT/02/2024/442     2
                            ..
NCS/PTML/OVT/01/2024/290     1
NCS/PTML/OVT/01/2024/287     1
NCS/PTML/OVT/01/2024/286     1
NCS/PTML/OVT/01/2024/284     1
NCS/TCIP/OVT/08/2024/1182    1
Name: count, Length: 1198, dtype: int64
In [46]:
# FROM THE REFERENCE NUMBER COLUMN COUNT, I CAN SEE THAT THE BID IS ACTUALLY A TOUGH AND TRUE ONE
# ONLY SEVEN REFERENCE NUMBERS HAVE ACTUALLY WON A BID TWICE
# WITH THE REMAINING REFERENCE NUMBERS HAVING JUST WON JUST ONCE.
# DUE TO ANNOYMITY, REFERENCE NUMBERS ARE UNIQUE NUMBERS ISSUED TO EACH WINNING BIDDER THE FIRST TIME
# IF I WIN A BID FOR EXAMPLE, THEN I WILL BE GIVEN A REFERENCE NUMBER.
# FOR EXAMPLE THE VERY FIRST WINNER OF THE AUCTION WAS GIVEN A REFERENCE NUMBER OF NCS/PTML/OVT/01/24/1
# ONLY WINNERS HAVE REFERENCE NUMBERS

# Get the count of each bidding item
reference_counts = auction_visual['Reference_Number'].value_counts()


# Create a bar plot
plt.figure(figsize=(10,6))
plt.table(cellText = reference_counts.values.reshape(-1,1), rowLabels = reference_counts.index, 
          colLabels = ['reference_counts'], loc ='center')

plt.axis('off')

# Show the plot with the table
plt.show()
In [13]:
reference_counts = auction_visual.groupby(['Bidding_Item'])['Reference_Number'].value_counts()


# Create a bar plot
plt.figure(figsize=(10,6))
plt.table(cellText = reference_counts.values.reshape(-1,1), rowLabels = reference_counts.index, 
          colLabels = ['reference_counts'], loc ='center')

plt.axis('off')

# Show the plot with the table
plt.show()
In [54]:
# Show the unique counts of each Reference Number
# Lesson learned, Do not name a column value 'None' because it is
# A python function and python cannot identify it
# But it would not affect the values count of your column
# but it wont also show it.

# CHANGE THE NONE TO NON_VEHICLE IN THE FUEL TYPE COLUMN TO SEE THE NON_VEHICLE COUNT
# BEFORE RUNNING THE CODE BELOW TO MAKE A CORRECTION

auction_visual['Fuel_Type'].value_counts()
Out[54]:
Fuel_Type
Petrol_Vehicle    1118
Diesel_Vehicle       6
Name: count, dtype: int64
In [56]:
# WE CAN SEE THAT MOST OF THE VEHICLES THAT ARE BEING WON ARE VEHICLES THAT USE PETROL
# RATHER THAN DIESEL WHICH CAN BE ATTRIBUTED TO THE CHEAPER COST OF FUEL PURCHASE FOR THE FORMER
# DIESEL IS VERY EXPENSIVE IN NIGERIA

# Do not name a column value 'None' when using python.

# Use value_counts to get the counts of each category
Vehicle_Type_Counts = auction_visual['Fuel_Type'].value_counts()

# Function to format the autopct to show the count instead of a percentage and to get the unique count (absolute value)
# of each item in the Transmission type column in a pie chart
def absolute_value(val):
    v = int(val / 100 * Vehicle_Type_Counts.sum())
    return f'{v}'

# give your slices colors
colors = ['skyblue', 'green']
# format the headers
font1 = {'family':'serif','color':'blue','size':25}

# Create the pie chart
plt.pie(Vehicle_Type_Counts, labels = Vehicle_Type_Counts.index, autopct=absolute_value, colors=colors)

# title
plt.title('Petrol Vs Diesel Vehicles',  fontdict = font1)

# Show the plot
plt.show()

AFTER MAKIING THE NECESSARY CHANGES IN THE FUEL TYPE COLUMN RUN THE CODES BELOW¶

In [ ]:
# Make the neccesarry changes in the fuel type column before running

# auction_visual['Fuel_Type'].value_counts()
In [ ]:
# MAKE THE CHANGES IN THE FUEL TYPE (NONE TO NON_VEHICLE) COLUMN BEFORE RUNNING THIS CODE


# WE CAN SEE THAT MOST OF THE VEHICLES THAT ARE BEING WON ARE VEHICLES THAT USE PETROL
# RATHER THAN DIESEL WHICH CAN BE ATTRIBUTED TO THE CHEAPER COST OF FUEL PURCHASE FOR THE FORMER
# DIESEL IS VERY EXPENSIVE IN NIGERIA

# Do not name a column value 'None' when using python.

# Use value_counts to get the counts of each category
# Vehicle_Type_Counts = auction_visual['Fuel_Type'].value_counts()

# Function to format the autopct to show the count instead of a percentage and to get the unique count (absolute value)
# of each item in the Transmission type column in a pie chart
# def absolute_value(val):
 #   v = int(val / 100 * Vehicle_Type_Counts.sum())
 #   return f'{v}'

# give your slices colors
#colors = ['skyblue', 'red', 'green']
# format the headers
# font1 = {'family':'serif','color':'blue','size':25}

# Create the pie chart
# plt.pie(Vehicle_Type_Counts, labels = Vehicle_Type_Counts.index, autopct=absolute_value, colors=colors)

# title
# plt.title('Petrol Vs Diesel Vehicles',  fontdict = font1)

# Show the plot
# plt.show()